{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Simplify network topology and consolidate intersections\n",
    "\n",
    "Author: [Geoff Boeing](https://geoffboeing.com/)\n",
    "\n",
    "  - [Overview of OSMnx](http://geoffboeing.com/2016/11/osmnx-python-street-networks/)\n",
    "  - [GitHub repo](https://github.com/gboeing/osmnx)\n",
    "  - [Examples, demos, tutorials](https://github.com/gboeing/osmnx-examples)\n",
    "  - [Documentation](https://osmnx.readthedocs.io/en/stable/)\n",
    "  - [Journal article/citation](http://geoffboeing.com/publications/osmnx-complex-street-networks/)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'0.16.0'"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import networkx as nx\n",
    "import osmnx as ox\n",
    "%matplotlib inline\n",
    "ox.config(log_console=True, use_cache=True)\n",
    "ox.__version__"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 1. Complex intersection consolidation\n",
    "\n",
    "Many real-world street networks feature complex intersections and traffic circles, resulting in a cluster of graph nodes where there is really just one true intersection, as we would think of it in transportation or urban design. Similarly, divided roads are often represented by separate centerline edges: the intersection of two divided roads thus creates 4 nodes, representing where each edge intersects a perpendicular edge, but these 4 nodes represent a single intersection in the real world. Traffic circles similarly create a cluster of nodes where each street's edge intersects the roundabout.\n",
    "\n",
    "OSMnx can consolidate nearby intersections and optionally rebuild the graph's topology."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# get a street network and plot it with all edge intersections\n",
    "point = 37.858495, -122.267468\n",
    "G = ox.graph_from_point(point, network_type='drive', dist=500)\n",
    "fig, ax = ox.plot_graph(G, node_color='r')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Notice the complex intersections and traffic circles creating clusters of nodes.\n",
    "\n",
    "We'll specify that any nodes with 15 meter buffers of each other in this network are part of the same intersection. Adjust this tolerance based on the street design standards in the community you are examining, and use a projected graph to work in meaningful units like meters. We'll also specify that we do not want dead-ends returned in our list of consolidated intersections."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "67"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# get a GeoSeries of consolidated intersections\n",
    "G_proj = ox.project_graph(G)\n",
    "intersections = ox.consolidate_intersections(G_proj, rebuild_graph=False, tolerance=15, dead_ends=False)\n",
    "len(intersections)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "111"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# compare to number of nodes in original graph\n",
    "len(G)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Note that these cleaned up intersections give us more accurate intersection counts and densities, but do not alter or integrate with the network's topology.\n",
    "\n",
    "To do that, we need to **rebuild the graph**."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "67"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# consolidate intersections and rebuild graph topology\n",
    "# this reconnects edge geometries to the new consolidated nodes\n",
    "G2 = ox.consolidate_intersections(G_proj, rebuild_graph=True, tolerance=15, dead_ends=False)\n",
    "len(G2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = ox.plot_graph(G2, node_color='r')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Notice how the traffic circles' many nodes are merged into a new single centroid node, with edge geometries extended to connect to it. Similar consolidation occurs at the intersection of the divided roads.\n",
    "\n",
    "Running `consolidate_intersections` with `rebuild_graph=True` may yield somewhat (but not very) different intersection counts/densities compared to `rebuild_graph=False`. The difference lies in that the latter just merges buffered node points that overlap, whereas the former checks the topology of the overlapping node buffers before merging them.\n",
    "\n",
    "This prevents topologically remote but spatially proximate nodes from being merged. For example:\n",
    "\n",
    "  - A street intersection may lie directly below a freeway overpass's intersection with an on-ramp. We would not want to merge these together and connnect their edges: they are distinct junctions in the system of roads.\n",
    "  - In a residential neighborhood, a bollarded street may create a dead-end immediately next to an intersection or traffic circle. We would not want to merge this dead-end with the intersection and connect their edges.\n",
    "\n",
    "These examples illustrate (two-dimensional) geometric proximity, but topological remoteness. Accordingly, in some situations we may expect higher intersection counts when using `rebuild_graph=True` because it is more cautious with merging in these cases. The trade-off is that it has higher time complexity than `rebuild_graph=False`.\n",
    "\n",
    "## 2. Graph simplification\n",
    "\n",
    "Use simplification to clean-up nodes that are not intersections or dead-ends while retaining the complete edge geometry. OSMnx does this automatically by default when constructing a graph."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# create a network around some (lat, lng) point and plot it\n",
    "location_point = (33.299896, -111.831638)\n",
    "G = ox.graph_from_point(location_point, dist=500, simplify=False)\n",
    "fig, ax = ox.plot_graph(G, node_color='r')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# show which nodes we'd remove if we simplify it (yellow)\n",
    "nc = ['r' if ox.simplification._is_endpoint(G, node) else 'y' for node in G.nodes()]\n",
    "fig, ax = ox.plot_graph(G, node_color=nc)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "# simplify the network\n",
    "G2 = ox.simplify_graph(G)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plot the simplified network and highlight any self-loop edges\n",
    "loops = [edge[0] for edge in nx.selfloop_edges(G2)]\n",
    "nc = ['r' if node in loops else 'y' for node in G2.nodes()]\n",
    "fig, ax = ox.plot_graph(G2, node_color=nc)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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YH89b113HN4sWMXfz5pDpNm60cdNNycTHaxw+HE7XfYHHH09g6FAf2dkCS5eWFMDT7XZannQSA1NTGTdrliWE1SRXFLk5Pr5KaT2CwFdWhCmLCFMtMVwsy2wRRbpoGh4nHB4Bfj/s2CHRtauK1wsvv7yF7Wt30EaS6KeqZAoC45YsYcu//xafx6HrtJIkBqoqmbLM7UuWsD1of7h8pml8IMt0V1U+cTh4vnAGi+qwXtP4+PjjEYDrdu9mf6ErrKFzUBR5c8gQevXqxdpJk4zOTjGKIHCwY0cyKnl+3G4Btzv8MWwul8Bvv4UugPe2aoWzc2dyf/017PNaWFiYg2qJYZ4gcGpiIr0UhZ02kaR3dY4eFThyRKRNG5XsbDEwuFWAMxMS6Kqq7BVFsst0RPEKAmclJPDGnXfy6rRpbD9woEY/JkcUuSghoUbnKCJDFJl+xhkA7J8yJSLnrC8oioIk1XxQdKQxamJYh8NhRb6xsKjjVLsDTYEgsLiwXebglpLtu3eXPqVPEFhbwewRiiBwNC2NfKvHZp3B5/OZcgiLIAiGzFpht9stMbSwqOOYpkQzY9SYijq8NGQURTGlGAKGiJLdbrcChFtY1HFMU6JZolN38Pl8tTZuNBwEQTBElGw2myWGFhZ1HNOIoRl7WlqWYWjM6iYFDHGT2mw2KwychUUdx5wlmomwxPBYvF6vaS1DI9yk1mwZFhZ1H1OIoSAIprUMLY7F7/eb9t5YYmhhYVEdTDOfoRnFECzLMBRmbTMEar3tbvRoD/37P0eHDg7mztXIzDRF/dLCwiJMTCOGZqOPonDz1KkowEJVZVMtjavr0cPPf/7jJT1d4rvvnIZOy1IeZhbD2rQMk5I0brjBjSRBs2Z5XH65nTffrGqINwsLCzNhGjE0m2X4XkEBbfPyAPiiSRMmXXDBMXFBywYdLtpfXqDiorTl7Y+JcXPddX9gs6mAH0UR+P776M0KUV08Ho8lhiGwnAgWFnUX04ih2YgLKtnidZ1WrVpVOgNDuN9lt8XEpGOzlYT0atas9ntGVgWzDiOo7Q40OTki770Xy/XX28nMlPnyS3PeFwsLi8oxjRga0SW+Ih6MjeVdRUEVBG7xePj75Zejfk1R1HnwQRsDB/pxu+VyY2EajcfjMToLxyDLsiHtuwUFAqDhcPiJi9PJyqr1LFhYWEQAq7W/HH6y23nmgQd4ZOxY/g4xHVA00DSBSZPi2Lr1cV59dTA7dpimrlKKIuvLTGMN5QpC/kULUdS5444C7PZcUlJyuPZaa6ZVC4u6imlKM7O1GYIxg+51XcDna4LHY5q/plycUZzlPlyMEEOA4KbTpCSr0dDCoq5i/hLXQKwINBVjN9HEqrZast6D0TSB4OGFyckqomg9LxYWdRHTiKHZLENZ1+m5bh09d+yo1evadZ2mu3aR7PXW6nXDRdd1HCaaYNWoNsPgcYUpKfDQQwUIgiWIFhZ1DUsMy+GDggIunj6dm2bO5HFX7bQFOXSdmXl5XDx5Ml/8+y99TD4tkJksQ6PcpC++GE9mZomvdMAAPyNHehk82GdZiRYWdQhz9tAwAaOChg9clZqK87HHKj2mIssk1L6y25pt28aAV14BIE5VudTnY5VBhXxl6LpuiSGQni7x++8OLrss0MNW02yMG+cGYN48G6+8Em9IviwsLMLDNCWt2SzDubLMfwots+nZ2UycOBFRFIs/EOhNKQjCMdtC7RcEodRy2TSCINDE5+NMUSSm8F7UVtSb6mA2MbTZbIa1706b5sTjEWjaVGPQIJ3U1MD2QYP89O/vZ+VK2ZSRhCwsLEqwxLAcro6P593hwznidvPgsmXotTC2biNwXlwcL/bpw1+HDvHJoUNRv2Z1MZsYSpJkmBhqmsCPPwZ61opiAaNHB7bb7TBhQj4LF9qYPNmyEC0szIxp2gzNhlcQWD1gAP926oRei6HHlskycy6+mNnt2tXaNauDpmmmEkOj3KRlef/9WF5/PZbDh0tercGD/VanGgsLk2MaMTSbZQi1M7QiVdO4y+Ph/7xehKD4pWYp3MvDjGJohmEwmibwzz8Oli4tGeqh69Cxo7kiLFlYWJTGFGJo1qDPEGWR1nV+ysvjcbebN10uxnuKOmFophdDXdcNGdtXHmYRwyK+/75k2Ikkwfnnmy+EnYWFRQmmEENomJZhoq5zXNDvHljYYUfTNFMJTShUVTVVHo1sMwyFyyXidpesHz1q3gqfhYWFCcTQTPEty2KzuZDl6M1EkCuK/NVeYsME2HI3/Jxi47jjFDp1eodRo5aSmGi+CkIRZhNss4mhxyMwc6azeFqnJk3M+19aWFiYpDepmQqxIi67zM0JJzxLv34ymzY5WbUqOgX/ked0xGaB5a49Uzm11SEcjq0kJsL119t59VVzThZrNjE0m5sUoFMnpTh26cCBCvHxGvn55q38WVg0ZAx/M81oGcqyzkUXeQqXFS68MDrtPYKgk9q4xGJo3lzHbi+xRM1sGaqqaqp2TbNZhgC7dpWME83IEHG5LFephYVZMZ8SmQBFgZyckoIrOP5kJNF1gWnTAuPT/H54881svvjCgaZBXp7AN9/EROW6kcBsYmhGy/Dzz2NYtmwQ6enDeeyxBGvgvYWFiTG8NDOjZQgCTz8dz9VXi7Rt24sPP1wftSt9/XUMv/3mwO+H/HyRJUvgp5+cKAqmLjzN2IHGbJ2wWrXS6NBhOzExAi1bqhw5YsZn3cLCAkxgGZpTDGHnTpmJE0XS0y+je/fBUb3W0aNiqbYkn08wtRCC+SxDM7pJb7mlgNTUI8TGHubuuwuMzo6FhUUFmFOJTMSePXsYMGCA0dkwHaqqIpkodqokSWiquQa228XgZXMJtYWFRWkMF0OzWoZFLF68mLS0NKOzYSpSNI0xs2dz6a+/0joMAbrH7ebX3FwecbshglZcP0Xh9e++455HH+UaE80DmfCmQMw+sGdC9xcCc1VaWFiYE/P4uUzK2rVrueyyy+jVqxdr1641Ojum4E2Xi5NWrgTgh8RE7hsxotSMHmVn8xAEgV4HDnDfb78BMFBVSRwyhBVduoSc1SPULB/lrQuCwDWffEKjXbsAeMHv53O7HcUEUY0abYJBV5WsO5LBZ1huLCwsKsJwMTS7ZQhwMD2d8zp2ZM/q1eRUll9dp4WukyUIeKpZIIuiTqAviPEFelkGDRrEgBUroHBGjZYeD8OGDStur9N1vdSnaFtHX2kZaBkTw4G0tOJ0mqYdc2zwR1XVY9IWfecHndcNmMVZ+nJMDCfk55Ok60x2OskzgUBbWFiExhLDSrDpOhe+9Ra9jh7lWkHgnPh41pfTcUTQdT4sKOBcv5/DgsB5CQlsDLNdbfRoD9dd58bjEZg0KY6NG43vsRkfH8+ZZ55Jr169EASB2YrCZX/8gQy8IIq8/NRTlZ7DruskyDKnKgr/2u3cMn8++QsWRCR/f2saX7VqRSNd57acnFqdZaQilsgyXZOScIAlhBYWJsdwMTQ7fVWVXnl5ADTSdV7v1495F1wAlI6co+s6jdPTOXfyZACa6Dpvd+/O7xddVCptRd+6rjJo0OOIIthsOldc4eGRR2pPDGN0HREoKCy4u3btyumnn05aWhp5eXn88ccfzJs3D03TeDopCRuQXsXKjE8QuDghgeefepKnnn+B/Pz8yg+qIumiyBtnnUWrVq2Y+/LLETtvJPAJguUatbCoAxguhma3DPeJIm6gaPj7gsOHmT17dnHbFZTMVp/q9XKJKGIvHO+2Pj+fpUuXFv/G4Hav4ONKPtC3r4zTGXD05efXnjUxxudjSkEBMjB1wAByr7gCp9PJnj17eOutt9i7d2+p9IfC/N9EUee++wro1P1OJkywM3FiDB5P5H6fKIqmG1phYWFRdzBcDM08fRPAflHk4vh4XuzZk98OHGDi/v1w4EC56XNiY3m+Y0cWZWVx7759KOnpYV1v40Y7Dz2URk6Oxnvv5dQ0+1XmYbcbZ+HyFevWccuqVcyePRufLzJ2zYABfk48MRBqrmtXL6eeKvLzz85Kjqo6tTH3pIWFRf3FcLPM7JYhwEKbjb+vuoqv0tKgEvH+y2bj15tv5u3WravVo3HTJpn162/mn39Oi1oYuLI0adKEmA4ditf3+f38+OOPERNCALdbqHC9pliWoYWFRU0wvxKZiHDCfdUkNJggCLUWWuy0007jnnvu4evRo/nB4WBbjx58ecklEb/O2rU2vvzSicfTmj/+SOSff+wRPb8oiqYLx2ZhYVF3MNxNWhcsQwjPnSsIAkrhRL3RvlZ1iY2N5ZZbbqFx48bMmDGDJUuWQGws/Zo356Lhw7H/9VfYlmGsrhOj62SW859++20M/fpN4OuvJ6NpmZH4GcVYblILC4uaYLgS1SX3VjiWh1rD0GDRvCcDBgxgwoQJSJLE888/HxDCQlasWIHbnc/Ysf3o1Knqgn6S38/G7Gy25uTwhMtVYdpoVIDq0nNkYWFhPgy3DOsSVS1sI2EZRrJgb9ZM5cYbXTgcAjk5l5OaeiLz5s1j1qxZIdPHxb1I376HGDECpkyJYfbs0B1dUlM12rVT2bpV4r4MPwmF2+/0ennZ6SS3Fq1+yzK0sLCoCYaLYV1xk0J41lpNLcNItn/ddpuLXr0C4uz1zuTee//lQDk9Yu12nREbD9HxLvAnwaFrfczmWDFs0ULl+efziIvT8XjiSHumF8z/F4AsQcBdjqtX13XLMrSwsDAdhothXaI2LcNI0qpVEhBoo1OUoxw4UP7vELzQ6XUQNZA8MOyXBB566CEkSUKSpOLYoY0b/0Vc3PcAOJ0FTOlylF5L7TTVdV51OvHX8pCZ2ux0ZGFhUf8wXAzrq2VYEzGEii3DtDSV1FSNTZtkFOVY0emnKNiAXS1bcuONN5KTs4OYmHeRJJUPP4w59oRBqIBfAkfh5bN8dtauXYvP58Pn8+HxePD5fDRvfpAbbgBRBL8f/vz3MB/HxVXpt1mWoYWFhdkwXAzNPui+iHAtj5q4SStq/xo40McDDxQgy7BmjcyTT8aXmgj4PrebCR4PAGubN+errCxefPE7/P4EBIFKJw2WY2DzeGj/fsBNuvisTH5+/eeQadPT4+neXWHFCht791Y9Bms0/nPLMrSwsKgJlhiGQW1ahuVd6+STfRTFCT/+eIVJk+7F729cvP/yxx+HQjHsMH8+b69eXbhHqNIUgj4f7DpOIGtKIPHuv8oXuTVrbKxZE37sVEsMLSwszIYpxLCuuLfCyWdNB92Xx44dEiedFAhrlpNj4/33p+P3i8X5a+/3M7ow7fJqXFvTBJ56Kp7x49tw8KCPDz88VI2zVEw03KR16TmysLAwH4aLodVmGJryxPT7752kpXWlZ89UJk78l4yM3aX2Xw+8O2QIsZLEDcVWYXhs3y6zffs1rF69Gpfrl2qdoyKiYRlabYYWFhY1wXAxrI9u0miOM9R1gbVr25GaOoKMjJXH7PcIAn8NHEh8fDy5a9dWOw8Q2eEdRei6brlJLSwsTIfhZlldEsOqFLaRslCMtnKi+b9Ey01qiaGFhUV1scQwwshyzY1to9u/kjWNPosW0XffvmP29ezpZ8wYD82a1ay3bKQx+p5ZWFjUbQx3k9aVNsOqWh6REEOo2AqNZqEv6Toz8/LoPn06pwG5iYl8UDh+cMAAL/feG5ih/sILPdx1VyK5ueH/f5ab1MLCwmwYLoZgvEuwqtSWGEZCLKp7jia6Tveg33lj27a0uv32wL4m04A/AEhK0mndWmX9+vDF0Bp0b1Hf6KaqPOp24wIejY3lQB2p5JuFRprG0243jTWNyTExLIuQUREOhothXbEMq4okVX3weUXUxMqpiSgcEgRWShJ9C4MGvLZ9Ox+PHw8EXKSPPy4gSTqHDons3BnebxUEHUnKRJar/9vsdp02bVQyMkTy8wufHV2nxb59qLm51T6vhUVN+Dw/n3aF72xiQQGXJCRUcoRFMM+63VxaOGXcgPx8uiQlodZyE5rhYliXqE3L0CgrRxMEzk1I4O1Ro1iTlcXHy0tGK65bZ+O117px6aWDeOSR6bhcVa/IiKLO+PH5dOnyKA8+aOPhh2PYvz88MY2N1Xn22VzatNHIyRF4+OEEDhyQeN3l4sopU9CAzNhYPnc4wjpvuDRtqpKfL4T1++szaWkqV13lRtfhk09iUFWBJk00tm2TQoYLrMvE6HqpIPRt27bltNNOo+Vrr0Fh+dAnLY1JjzxiVBbrJENefRU2bgSgka7jACqeCC7yGC6G9c0y7K4odFq8mGaaxsFq/raErCwclUysG82OR/mCwLp+/diyaRMsLz10/8CBWHJzB5KT80NY5+zcWaV//8Bwk8REP489dhIHDpxfvL/s7wleL1pOSFhNmzbvAwE37WOPDSfr4H+48q67gEBvsKu93qiK4R13FDBypA+XC555Jp6NG8OPwFNTioKlF31kWS5eFgSh1PbgdVEUSwVbD94nSVKp9aLl4O2h9ouiyIUXzqZx40AgiLZtRVJTvTgcgQAR48fHFweFqMvE6Dpf5+czVFH41+Hgk//7Pzr36YPD4eDgwYNM6dCBW7dsQZEk7sjK4teHHjI6y3WKGX4/39psxPr9THI6cRnQsdJwMaxLvUkrizc62O/nm507se3YwV+CwLDERLLCEURdZ0pBARc9+SSX2Gyc63Sy0gDfOQSs4FAVleparEePCvj9YCvUjg0bMlm58q/iaxWdt+geB28rWk5NzeeWWwJuWoA//9zOhg1HGR0TQ3u3G4D1EXJTB9OokUbfvn5ycgRGjgxUUmJj4YEHOrBnzw1AyXNc3ndFy6HWy6OqXoOyaYLXK1uu6DvUcmJiSezaZs2g6C/o0EHlsccKeOyxeHS97rznoTjP52No4djhAV4vR/Ly+GTRIv7++298hRXX7P/+l8zcXH796isjs1onWWSzcdvZZ9PnuON44dVXDcmD4WIIdacDTWWcqijYCn9Lmq7z+tVXs7dHjyoXMkkZGVz07LMAxPv93CQI3BZCDB0OP3b7YUAHji1kHI4CHI7q31O7XadJkyXoei6CoJcqyDp1yiUl5XfS0lQOHKi68Bw6JPHii3GMHOlj926JadP2oWnpYeft8OE4Bg3ysXmzzJw5GUAGY+x2PhwwgL0uF+O3bw/7nBURF6fx/PO5NG6so+ugaQ5E0QvA1q35/P33bDRNK/7oul68rKpqqfWqflRVrXC/2TjlFJWxY0HXYe5cjVNPLdnXo4dCt24KGzbUvgUdSbLKVFY+mzWLX+32Utu8djuqrW7/TiNRJQl/TMWz6kQTw8WwLrlJKyuIFsoy9xBw12WLIhN/+IGsWbOQZRlJkpBluXi5aL1oWZIkkhSFiyWJmELraF+Ie9O1q8INN/yOwzGLe++18fLLcQQL4imneDn99A8QRZ1du5x89134D9eDD+bTqdMMOnWC3NxYPvusEQB9+ni5+eatiOJWJk0SuPvuRI4erfr/9++/dv791155wgpYvdrG6tWlC5wTFYWu69eTKkk01zR2h2EdJmsa3VWVDZJEdoj73batSuPGgYqFIMDy5Q5cLo3DhyW++SYLv39xjX5PfeCvvxwsWGBH1wOB3uPi8hk8uCQC0/3353PffUlhPStm41e7nadVldP8fv6x2fjFfuxzHK2JqxsKRlf0DBfDuuQmrYy/bTZu7daNq3r04K7ffmNnfj7k54d1jotiYni1UydW5OQw+ejRY/afcYYHhyNQ0Awd6ic1dRw+X8msFV27PosoBpqezz/fUy0x7NmzpCAbOTKZ9u0fBaBx4+8RxV8BSEgI9Oo0uoBz6jr/KyjAUVBAMvBhhw68OWIEXq8Xj8eDx+PB5XJRUFCAy+UqXvb5fKRpGr/n5tJC1zkgCPwnMZH9ZQqzRo00fD4bdrsfTYNff1VZvjzekN9qZrzekvd48uR4JkzIp2/fwHOUnBywEOfPr1lFyGhejonh5Uosl/pUntU20QrVWFUMF8O6VJOqSs1lbXIya0aOZOeff1brGotsNmZffz0///wzvqVLj9l/8KAEBDoreL0yf/yxDJ+vxFKKj4eOHQPLGRnVaz9bvtzG4MGBa8ycmcXnnweGVhx3nMLEiYF2v8OHBbZvj3z7XLgIlA6jFGu306lTp2Os8OBOIEUcN28eLT7/HAi4tf/j9/NJUOebESO83HlnoGLh8ci88IKTVassN1hlaJrAtGlOevfORxQD1mK4w3DqIkYX5nUdo5vLDBfDukRVh1ZE4k8t71rffusEoFkzlV9+cbJlS2nBXLNG49JLHdjtenHacHnppTgGD/bj8cDy5SW1+U2bZO6/P5G2bVXWrpVLxvkZiFsQuCs2lhckiSOSxJX797P9xRcrPc5utzNEkhgKSIAKbCjjXu3evcRCdjoVcnKsgq6qbNxo4/HH47nrrpG8+upC0tPN19YZaSwxrDkN2jKsbzElIzXovjwUReDLL8t31eTlibz/fmyNrqGqAgsWhHZp7d0rhTWrfW3wlcNBxwkTWLZsGdt/+61Kx/h8Pv4GLo+PZ6Tfz9822zFRL5Yts3HKKT5EEfbuFUlPN9fvNjvr19vIzDyLgwc3AplGZyfqWGJYMxp8m2F9c5NKklRjcbfibIaPIAiVDn0JxR82G3+U0wNw2TI7n37amxEjOjNhwg/4fFZBFy66rhMXF0dmpiWGFhVj9P2rO0pkAmpzCidLDMMjWhWII0dSyM7ua0WbqSaaphEbWzNPRV3B6MK8rmO0h9DwN7y+BViOlGVohnuSkKDRqpVKYDxjxSQna7RpEzptW1Xl79xcNmdnc73HE/mMEj0xjMT/2ZCxxNCiqhh9/wx3k9YFZFnHZjuEKFbuhnOKIraCghpf02jLsEcPPxMm5ON0wsKFNiZPLj2eMZi+ff08+GA+djvMnWvj1VdLDz14xO2md6EL83m3m+/tdo5G2D0eLTGsb5W12kbTNGIMHEhdm1jjDGuG0WWe4WJo9ocnPl7jmWfyaN36MV58UWTChIRye1H2VhQ++eMPEn/5BdHhYHw1asQ33OCiW7e7ueUWJ48+Khk2jm/0aC/Ows6oJ53k59ln78LvTw2Ztm3bKdjt6wAYPtzPJ59opfKtBNX2tMJPpKlum2FlWJZhzVAUBaezer2a6xpGWzb1gQZtGZrFJVgegwf7ad06UHy3bq3x9NOnk5k5+JiQagBjpk4lcc0aAG7xelHvvZe8pKRS6coLxRboaLCffv3eAaBFi3zOOcfBJ5+EFtSkJI34eL3aPRxbtlRp0UJl/XobLtexD2BgRonAWEO3W2bmzHn4/SWPS/DvPuWUPAYPDixnZwvk55c+31MxMXRPSKA1MN7tJidKFSBLDM2HJYYWVaXBW4Zm5+DB0gX38uXp7N07r3gAd/Bg7h4eD10L03lkmdU7duAtLAiK0lb0SUzMRtcDYb8APJ7K3ZJ//23njTfiwvpNPXv6efTRfGy2wJCB//43sVQEEQiMZ2zVqh1duiTy3HMb2bFjZbnnW7VK54EHutO+fTxPP70Jv7/0ufaLIp906cLodu3485dfKsxbX0XhEp+PjZLE1DBmn7DcpObEEkOLqmL0/TNcDM3+8Kxda+N//4ulTx8/q1bZ+PPPDcCGkGkX6DoT7XbaaBpvOJ3MreKYt2D27o1h1Cgfe/ZI/PBD6ELkzDM9FIVGHDnSR/PmT6CqCSFnRQg1O0KzZl9hs80BAtZu27YqW7aUfhQURWDJkq7ExIxgx44nK8yzoggsW9YDURzEnj3PHLP/LJ+PFxYtQly0iN9EkVNTU/Ha7djtdiRJKv5OA6avX09ckKhVVRAtN6k5URQFR5TnlzQLRhfmdZ0Gbxmavc0Q4M8/Hfz5Z+UvdL4gcF9ceFZaWWbPdjJ7dsU16cBsEYHoKPn5dr7//nf8fv2YWRN0XUdRlGNmTujXL4trrw2cKzdXYP/+0P9BUlIe8fFbkWW9SpO0llcQnOr3F3dbbqdpvHjDDRxu1654f5HYNN2+nbi1a4u3dwtT3KJlGRr9ktZl/H5/gxJDi7qL4WJo9jZDM/LppzE0b96Rdu0Cbsk9e1aFdfy+fSDLXRg1qgtPPjk3ZIegAQN8XH3130jSXzz6qMzEifFoWvmCWNF/OMdm49rCOd/2CQL3vPMOeSGE06HrtJUk+qsq+cC0EDMDlEe0LEPLTVozfD4f9jD+x7qMpmmWZVgDjLasDRdDi/Dx+wWWLOmOKJ7Inj1PV+sc69en0K/fGezfvyDk/pNP9hVPoturl0KTJlphkPDwmRVv47vr4umGxmd5Knk/hn7gvYLAmIQEeqsqe0SRjDC9BpYYmgtJ1xm4bBkpmsZ3msaRCHuBnLrOI243bTSNdxwOFho8l6DRhXldx2gPjOFiWBfcpGakprXQyo7fsUNmyJBAb9KsLKFGQzzOPNNL6oVuDgGjgL8329m8OfSj5xUEloaY0Lgihvv9nPLZZ3gyMsppza0e3RWF8WumcXhkPj3f0Xn9vTiWL2+4s1aIoljuR5Kk4uWitOMPHeKiv/8G4Genk8u6dy91TFHns+DliraV/b5q/XrO37IFgJP9fnolJZFrYHliiWHNMLrSabgYWm7S6lHTe1aZFfX99w6aN+/C8cc3ZuLEZTWKyymKpfNaZHFGgjaqylf5+TgXL6YbIB9/PH+0aVM8dVNwQR1cYBetBxe+Zddv++Ybcq7dh7cVJAAPPKAyd+5dpTonVfYJTlfectnOTuVtC/6ubFtFyxVtC0VRuqo+c0XpRr34ImRlAdDZ4+GWa65BtdlKnafsOSsaghScRtd1uu3aVbwtAUjWdXKrlMPoYIlhzTD6/plCDC3Cp/vBg/RcsoRGmlataC5d8/PpNn8+rVSVfSFn2hBYt64tTZueQkbGihrl9ZdfnPTrJ9GlC8yerbBhQ+SsqzaaRnB3oyFNmsBpp5UavxnqU9TBKHi57LcgiqWiy+k6uN3ukOcob1tFacrmIVQ+ystbeWnKLlf2gYCXQFXVStOFyzaPh8mFyz/ZbDz0xBPVOk95zFQUpgkCjXSdz+x29kR5xpjKMLowr+s0eDep9fCEz6VeL08vXAjALFHk5MREvGHcx5P8fj7ZvBl582b+FASGJSZyKISgRurh9HgEXnutJffeey8ffjg+IucsYpkss0ySGKiqHJUk7ly2jE0raibeRfytqrz5hoj9vxqHYwRe/0Bi5cqPInLuhsCHTif/yjKNdJ15Ybq+q8JKWaZnUhJJuh52+3I0sMSwZjR4MQTjfcV1jVP9/uLlLppGG01jaxi14hGKUvzHN9F1jldV/ohyYaIoSuWJqkFRp5s3b7+d177/nk0HDkTs3BsliVMPJ8EDETtlg2NNFEQwGLcg4DaJAFnlWM2x3KQWYfGXzcZFhYKY3awZNz/6KGoYPenSNm9Ge/VVRE3jiCCwJgLupcoKAn+QgEcavyCQ2aoV2dazZBEcwil0AsoLOF9TrKEVNaPBW4ZW1/Xw+crhILFHD/7ToQO3zJ5N1qOPhn2OU1u3ZtyQIdwxc2ZIF2k4NNM0Hp03j9Zz57LF6+WbEIOso2UZBhONoRUW4SEIOrfe6mLQID8bNsi8/HLcMeH5okFLTePbvDw6aRpTHA4eKRMkXxR17rmngBNP9HP4sMhTT8UXxt+NHJabtGYYff8MF0OL6rGyUSNaDhlCVjVCvgGscTjYOGwY+2bNqnFeHnW76Z2TA8AbwO822zGdeqIthtGKTWpRNZxOna5dFRo3VjnttECAhUGD/DzxxGDS0/sDlfdoDRU6sKrLo2fO5LilSwG4zevlM4eDTUEej759/cVDhZo105g0KZebbko+JiZvTTC6MK/rGP3+Gi6G1sNTPWpqTffunUvTpt/Ss6efdetq1rsz+Gip8FMWRVGi/l8b/TI1VBwOneeey6VtWw1VLV0J8vtV3G538Xp5QyXK21Z2uWi97P7MIDe8JgiMe+gh8lNLphyLidkCvFS8Hh8PvXr5+fffyEXHsdykdRtTiKHlJg2fmrx4ffr4ue22o0AGjz0G99+fyJ49x0pYVf+XZ51OjlNVWmkaLzid5UYa0XUdWZajZiXWBzepIOiMGePluOP8tG2rIYrw0UcxLFtmvpBmbdqoXHWVi5gYnbZtAxURSdJIT4/FZvOwfr3MW28tQ1X/jXpeZuo6HzVvTk+bjSczM/nyxRePSTNxokyvXiXPXpcuSkTF0CrHaobR76/hYmhFoKkeNbGC2rYteehkGVq1UkOKYVXZLUmcnJhYYZpETaPlpk2kCQJ7y+zrrijkiCLpNXwW6oNlOGaMh+uu85Tadv/9fn77bSwglGtFlZ0fM1SaitKWd2xFx5177vckJyuF2wQEIbD/229h7tykmt6KsMgXBF44/njGjBnDl48/HjLNO+/E8tpruRR1cN2zJ7LFn+UmrTlWm6FF2NTkxVuyxMYFF3hJSNDIyBBZs6b8xyASD2eKpvFnXh5tX32VoaLIqPh4thW257xSUMA1Ph9+YGxcHN/XIKhzbXTSiTZjxniP2SYIYLPZEASxcL3i9rOqRKspr32usv3By3FxJa7JQ4cE5s93sGuXxIIFxlixlXmZDhyQeOqpeO65py/Tpq1l/vzIFryWGNYMoyuzhouh5SatHjV5cDIyJB5+uAUPPHApDz/8QciZ7iPJMEWhbWF+kzWN10aOZOWoUUheL9fcey8QaHe83uutkRga/TLVlIQEjSZNSt4FVYWjRwU++MDGkiXvGpiz0JxyCowdG8jnRx/FsHSpsa7cqgjR+vUODh68gtmzJwCRfV6scqxmGH3/DBdDMP4m1EVq6l/PyRFwuztHXQghMHjdBxQVlV9v3syyw4eRRJFzHA7SvAFraEsN3aR13TIsKBBITxdp2TJQSH//vYMvvoit5Cjj+OsvB/Pm2dF1qjTfZbSpihg6nYHgfdGoOFkdaGqG0ZVZw8XQajOsHj16HKZp059o105h167K/8aTTvLRv7+ftWtl/vnHwZX5+Zz23nus8Hr5NsqTr26RJM6Pj+eZwYN5f/Nmvjh4EA4eBOBMh4PbgSxB4FVnxZMaV4bRL1NN0TSBRx9NYNKkYcybt4Evv8wyOkuVUhtjCKtKVcqSuLi4qFW+LTdpzWnQbYbWwxM+Q4b4uPzyLcAWnn1W5MUXe5Kf7yw19U3wDA2tW+dwzTXLEQQYOdLHyJiW3PHFVli+nHcJdIAJNW1SJMVlkc3G4gsvZO5bb0F+fvH23ZLEf2Nrbv3Ul3GG2dkiR4+OYfbsTei69W6EQ1WaXKIphvXh+TMSo++f4WIIlps0XDp1KnEHOp0aV199CgUFnYu3le0hmJS0GEFYXrytV+fS4tOvUSOW5uVFMccleZGjEKtSluV68wwVzQp/9OhRg3NS96iKZRgTE9MgLcOT/X6mFBRgA+6IjeXnGrTNRwuj32HDxdCsD4+ZWbjQzujRXhwO2LtXZPz4j/F4yr+P8fEazz4r0qqVxsGDIpM/3sFXokhHTSO9SRM63XMP1+7Zw2effRb1djcpCtPs1CdXe+PGjYunYLIIn8oK1KQkG5KUGbVrm7U8e87loknhvZnscplSDI1+5g0XQys2afhs3Spz552JtGihsXmzXKEQAuTni9x/fyLNmwfE0OsVGJqYSAtNY6/fT5vPPuOKK67g8ccfZ/4333DKkiUouk6jTZvofeQIPysKy2po0V3q9XL+Cy/QqqCAsbpeaqaB7orCKy4XMvBQbGxY13LqOlOzszn5zjtJ1XXGxsWhmbRAqgpNmjQxfPBxXaWySlH37n7uvns+dvscbr7ZzpQpcRG9vtGFeUUUBL0TLpO+H0brgOFiaFE9Dh+WOHy46laWzyeUGljvFQR2FlppO3bs4KmnnuLss8/m1T17aFbYu5OdO2HnTr6XZW467TQKHI7iNsmiT3A7ZdF68DdA0/x8nvvuO8RduzgboH9/fhk4sDjNA99+S9tCN+3ngsAz11xzzHXK+5ywYgWnFcZXvQiY4febstZbVVJSUvD5fEZno05SUZuh06lz220u7PaAYI0e7ePrr2PIyYmcV8HMluGdcXFMjYvDIYrclJtrdHZCYnRvXMPF0KwPT0Pkp59+4u2CgmO2xyoKp/fpQ1azZpVGKAm1vUl6OmJQIdXMZqNFixbF6WOC9jk0jfj4+CrNUK/rOgVl3LrhTHJsRho1SsTjcRmdjTpJeWVJcrLGLbe4aNGixHLLyxNwuxvOoPuNksTkc8+lRYsWrHjlFaOzExLLMsT4m2ARcM/dcMMNrJs7lxN+/hkN8IsiDk3jZ5uNe955B70GL7pot3ONz8d2UeSGjRtJ37y5eN9yv5+psbHYgFt0ndn/+1+Vz/uJrqPFx3NmXBxTs7P5I4x5Hc3GKad4ufzyT9E0md69baxeXXd/ixGEsgyHDvVx550FBHveNQ2eeioOny+ywmVmNykExiZHo80+Uhh9/wwXQ6vN0HhGjx7N8OHDSU9P57wVK2iRmIgf6NivHxcMGcJd//tfjYQQ4L64OB6MjUUJcZ75Nhv/vegi2rZty+yXXgpxdPlogsBjTZuS/9//MnH8+Brlsao0axZo0zt48NiCJUXT0IDsMDv1NGoUsF4kCSRJ5aqrFEsMwySUVXbBBf5iISya9/fnnx1s2xb5e2tmyxBqZ+aYmmC0Dhguhha1T9++fq64wo3LZcfnuxOnsw0//PADSwvng9tRWHtsLIpkN29eYyEsIpQQFuH3+01dawWw23UuvtjNhRcG2lSnTo3hhx9KAgVc7/HwvNuNDtwVG8uXlQQzGDTIxzmZfq5c4WPNa+APKp/z881baJmVGEUhLjsbgPj4eC699FJSUv4GAsOKDh0SeO65hBoFpa8Ioy2byrAsw4oxXAzNXFOpj0iSzv335xMTA+Dm0KEZ3HtvHi7Xse1UtfVwCoJOx47radt2F2lpKgcOhPfC1sbQitRUjWefzaNJk5J7cvnlNvr0eaK4/fKmRx8tnsvxGYeDxnfcgcfjwe1243K5KCgoID8/n9zcXE44YStnjT7K8DNAjQN/65Jr5eQIvPWWecOwmZGT/H7enTmTmB9+oHvv3qwfO5bs7GxefFFl0CAHMTE606Y5Q1rzkUGnZ8+dtGiRR8uWKunp5hMdv99vlbcVYAoxNNo8bkiIIgR3tkxP34bLlRAybW317jr/fA9Dhy4D4OmnBW69NSms9pzaEMOTT/aWEkIIzILw22+/FfeeHSPLdCrcd8jhIDs7m9jYWFJSUkhLS8NutyPLMrIs067dGyAeQHWALRcaLYWjJwTasz79NIZDh8xXmJqZO3w+Ygo7Uw1bvZpJH37Iom3bAFi/PvoVi3PP9fKf/6wFAs/wbbclRbyDTk1RVdXUY3Kt3qRWTaVW8fsF1q8/lR495pKZqfLppzHlpq2tSkqHDiXj6ho10mnUSAurBl8b7c69epVMV6TrMG+ejY8+0sjJWVi8/UJN48n4eI7r2ZPLd+xg16eflnu+s8/2cN11sP4JaPkaHH1M4t0T7WzNk9mxw/DX0tTIss7w4T50HRYsiOXccy+gxebNMGcOAEcFgRVbtwYaCGuJ4DlCk5J0UlI001mHfr/f9GJoJIa/dZZlWLskJyfjcFzMI48UsDmoR2coaqum9s8/dgYNUpAknTVrZA4fNt8Le9xxJYVdZqbAq6/GH5NmryRxnSTxxOWX0/bvv9lVWDiH4qefnOzZI5GUpLHYZ8cXK8DqqGS93nHXXQUMGRKonFx11fHs2tWNR7Zt40yHgzRN43Wns9aH2MyZY2fIEB82G6xfL3PggPme4bpgGRqJ4WJoUbtcdtllZGZmViqEUPNpoqrKv//aefvtXpx55gk89dRUNC28gqw2XvBt22R69Ai44datq7gn4r59++jVqxdzKhBDwOotWk369Sv5v0VxNU8+GXiW50Ug4Ht1Wb3axh13JPLQQzfw6adz0LSdhuWlPHw+n+WJqwDDqwmWZVh7NGvWjLZt2/LNN99UKX1t1tQyMiTc7i6oavgva2284M89F8f33zfi0KEL+eijlArTLl++nObNm0c9Tw2NIUOGMHHiRDyePsXbFi40Tw/OQ4ckMjNb0qFDV6OzEhJVVU0thkaHITTcMrTEMPrExupceKGbgQMT2bNnC3v27KnScbXZoO31eqtt4dWGZehyiXz6KXTsOJx+/dQKrb7Vq1dz8cUX06ZNmyrfa4vSiKJe7CHo27cvY8aMwel0smTJEp56aisDB8ahabBkibms66ysLFq1amV0NkJi9jZDozGFGFpEl3HjChg82A8sRVHWAOV3mgkm2pUUh0Pn7rsL6NxZQdNWk5JyN3feCW+8ERvWXH61+QxVxQWqaRpHjx7lxBNPtMQwbHTuvNPF8OE+MjJiyci4j9jYFqxZs4bp06cXx21dtMic8WfT09Pp3r37MdtHjfIyapSXPXsk3n03Fq+39su9PocO0f+33+iqqmw24XhDm6KQnJGBXdfxGaALlhg2AFq1KnE/NGvmoapiGG23xRlneBk0qKiXZuB7xAhYuNDGv/9WvbCrzShGK1as4IILLqg03ebNm+nZs2ct5Kh+0b27wogRAcFr0cJFXt7vPPXU3pDjYM3IgLlzueSvv2hcUMBDhRGXunSJ4ZZbjiIIgZ7Tqam9WLu2H5qmFX+K4u6qqlq8HOqjqmrI9aJvXddRFKXUflVVGZ6byysbNsCGDfwqivwnLY0DoljudWqbpprG7IwM2j3xBMeLImckJJBby1as4WIIxofhqe/88ouDm25yF4aiclZ+QCHRdpOWd2q/P7xr1maFatWqVVVygS5YsIATTzwRu91uzUIRBmlppStgCxeuxuWq+jNrJP0UhXE7Ax1nrgfanXUWW0aNwuncgyA8V5wuJcVJu3btQs7CAiVu/1D7gr9DbQv+Dl4+4YcfYN8+ABI1jccuuIB9PXqE/B3hNF2FSld2cvGKlou+e82ZQ7vvvgOgm6Zxut/Pt5VEcIo0houhFZs0+sye7eS4465G13188cUPVT4u2jXEWbMc9Ool0LOnzL59+cgyLFliD7uXZW22gxS5QAcPHlyhGGZmZuLz+Rg4cCALFiyotfzVZUaM8HL77W4AFEXir78kZs2q3QKxugwcOJCrW7SAjz8u3nZwyxbe3bmTvXv3cv31DkaN8rJvn8RTT63j6NENtZq/ExSFGYAD2CuK3DF1aoXxc4umZivvEzx9W1U+Zad7K1qWJAlBEDicmcmIwmtrwG4D3LiGi2FNEEWdnj0VcnMFdu2q0z8l6vj9TcjPzw/rmGiLoccjMHlyIx599FHG1yDIdm272jdv3hyyXags6enp9OnTxxLDKtKnT0lgA1lW+fHHOBTFXM0o3bv7ufRSD3l5AtOmtWTo0LPp2rUrQuFA/6TERM7MzWWVJDFh375iwXn//Vjefz8GMOb3LJVlhicm0k1VWSDLlQaSr2136TJAbdaMa9u04fkNG1haw8nEq4PhClKT3qQPPFDAoEF+NA3eeSeWP/6oG7XIpCSNgQP9pKeLbNxYO73hZFnG7/dXnjCI2ngZPB5Pjc9R2z3kFi5cyODBg5FlGaXMfIrBrFixgnPPPbcWc1aX0UvNN3jkiGC64AuiqPPQQwXExwfKq549U1m/Po1Zs2axcGEgEtFHkoSQnFxOcHtjhX2rJLHVhB1nipjZrBmtr7+e6Q8/bMj1DRdDqF6bodOpF3e+EEW45pqWjBhxd7mTwZZtqK6oYbqo0bnsR1GUUstF636/v3i5aHvRNr/fX2pZEDw8++whmjVT0TR46aW4WukZV10xjLbVVSS4NW1bq01X++HDh/H7/ZxwwgnFhWAoVqxYwYUXXkjLli1JT0+vtfzVRZo00ejUqaS9cPt2Key242jjcMjExZU8Z+np63nxxR3HpIvULC8NDbvdbmiTmeFiWN3C1uOBfftEWrUKFKb//pvHb799jizL2Gy24oDIwR9Jko75liSp2Hdd9JFlGbvdXry9Mj94cCN3qMbv4N/pcOyhWbNngYCI9+njrxUxlCQpbLGpTTeJ0+msthgaMXZq//799O7du0Ix1DSN7OxsTjrpJL799ttazF3dQxQboSgKshzoNbpnj+FFUylat27NDTfcwIEDv9O8+UwKCgQ+/dRcYxzrOg6Hw9CQbIY/cdV3kwo89lgCTz99Ajt2HOWNN7ahaRsjnr9I43TqvPKKSLNmgT+9tkJySZJkSjcpBKw6Rw16jhkxPGflypWcddZZlabbsmULxx13XC3kqO7SrFkzxo0bx6pVa8jO/oTDhwWmTzdPD9IzzjiDYcOGsWXLFp58chGimIyqEtZYWIvKcTqdlmVYXbKzRTIyRrNmzWI0bXsEcxU9PB6B8eMTePrpM/n559UsXHigVq4rimLYlldthkdyOqtf+BlhGS5fvpzzzz+TTp1S2bYts9x0Cxcu5LzERE7TNP4QhFqdSaEu0LZtW26++WZ27drFe+99C5hnHsfY2FhuueUWGjduzLRp01ixYgVA2LFzLaqGzWZr2JYh1Ky9RxCECjsxmJHsbJGcnGFs2bK11q5pZjeprus1EsOic9Qm7dt76NDhQV54wc3s2XamTIkLmW7szp2c/eqrnA18aLdzf1zodA2Rbt26cdVVV7F+/Xo+//xzo7NTip49e3LZZZeRm5vL888/T25urtFZqvcY7SY1vLtWTWv1oigaHuC1utSmiIuiiNfrDeuYSD2YKZrGqwUFfJifT7cy/9WYMR46dXqYW27ZTFJS9a4nGdBD7txzPchyYEzc6NE+Onb007y5SnJyyW9o0qQJVwTNpHx+mG7q+syAAQO46qqrWLJkiemE8P/+7/+44oor+Pfff3nhhRcsIawlLMuQmluG4baFmYHaznd13KSRejBfcrk4t/C3DrXZ+O+FF2Kz2UhO9jB69FQEwU2HDnDxxQ7efz98N5kRbtLMzNLXfPHFwBhORYEFC0aSkDCGuLg4Dr7zDo1XrQIwZOyUGTn55JMZPXo0f/zxB3/++afR2SElRUPXQRSbMHbsWBwOB++//z7bt9eNppf6gt1uN9SwMfztrGnnh7roJoVaFkNdJzYvDyXMMX2REsOWQedJ8Xjo0rEjiq5jsx2JWBNabbtJv/gihp49Fdq3L/3yyjL077+TadPW8Mcff6AUFHBtfDznjB7Nw+vWwcGDtZrPitEZNsxPQoLGP/84cLmi3xZ21llnMWTIEH744QeWLFkS9etVxpgxHq69NmDhHzp0FuvXZ/Pee+9ZIfQMwG63W5ZhQ2szLKI28m3Tdb7Oz2fEww9zmsPBaKeTjCpaUpF6MF92OvmgoIAY4Dm7nZdeeql437nnxnDOOR7275f49tvqtRsaYRl6vQLffuvkv/8tOGbfsmX7+fHHHwMrgsAUm42UgQPpl5zMzsL4i0bSqpXK7bcX0Ly5RlJS4N0bNcrLgQMSXi9MnRpLVlbk7+kll1xCnz59+PLLL1m7dm3Ez18dLrzQQ9HjExPzA//7X90I3FEfsdlslmXYUMWwNizDkxWFEYX3p43Xy5WCwOSYqs1aoShKRIYtzLbbOc5mw6HrHCkjXDNmOJkxo2adZ4ya+WTxYjtPPQUXX+zB6dTIy5PYvl3im2+Ovb/btm2jc+fOBuSyNGef7eH//s9N2ZEsbdpotGkTqPwkJxcwcWJ8RIcOXH/99XTs2JEPPvjANO7Hdu3aYbNlAbsB2L3bRyB6p4URWGIYATdpXWwzhNqxDA8KAholPaWqahVGmjxBIC9KomVksPeVK+2sXFl50IQFCxYwaFBbWrUqnjyg1mnTRuW669wh92magCgG7uHxxyu8+WYujz2WcEzbaHW4/fbbad68OW+++SYHDtTOUKLKOPvssznxxBOZM2cpNtsXaJrOV19VrZJoER0qC28Y9esbduVCGrJlWBvtEmtlmXGxsZzv87FClvnMHl60G13XEQvnPbOoPr167aJDh0d5/XWdr7928vXXtV/w2u2l3zOPJ2CZ79kjkZqqcu21JS7DtDSN0aO9fP559fMpyzJ33303CQkJvPzyyxw9erQm2Y8I8fHxjB07luTkZL7++mtWr16NmcY2NmQavGUIDa83aVEbV20JzFcOB1+FGeFF0nU+KCjgrNtvp4socmVcHG6TDhg3os0wXMaM8SAIgef87LM9hojhtm0y//zTmOHD89iyRWHSpHhyc0vu3ebNNp59No+ikSrZ2dX/v51OJ/feey+SJPH888+bYnLe3r17c/HFF5Odnc2kSZPCnsXFIrpYlmEECti6Job2MK0zIxjj93NO4X0dqapc6vPxcS1PtllVaupdqA0OHXLQqlXARbl/f+2Mi5QkneOPD0xxtn174FXftOlUEhNP4Omnnz4m/datMm++GcuNN7bhn3/2MWtW+cWD06kzZoyHoUO9pKbq+P2wfr2Nr76KIS+vEffccw9er5fJkycb3jNTFEWuuOIKunfvzqJFi0o6N1mYClmWcbtDu/Fr5fqGXbkQQRBqZCHVRTepXAfGmxWUqaQYX68vH6M60ITC4dA56SQfo0d7aNJERxR08pZLxM8bxoGmPlauWV5rcTcfeiif/v0D78Y778TS4id4+NdfyVq2jLc0jawQFvWCBXGMHn03H3xQ/vySLVooPPtsHomJpbcPGeLn5K5++OJk/s7N5bXXXjPcvd6kSRNuueUWbDYbU6ZMYWfhTPQW5kOSpIZtGUaCumYZ2mzmj3b/h83GS04nZ/h8zLPZ+NbE1qxZ3KSNGmk880wuzZuXtlITT1FJTvyHQ5vtzJzpjMqwBVmWadu2Le3atSMtLY2mTePo339S8f4bRjXhtG/2ILhcNM7O5tX27XmqSRPS09OLXZgJus6HBQWc8PDDHHa7eTlEr+P4eI1Jk/KIjw+dD6Ux2K76iU1v/YGmGRtse8SIEYwaNYq9e/fy3nvv1blKc0OjOtPMRfT6hl25kEi4uIx2w4SL0fN2VZVnYmJ4porDMIzEDG7SpCSNyZNzadQodD6yB4AdH88N8HPTTUnVmsG9SPDatGlDixYtSE1NJTExkZiYmOJOTh6Ph7y8PA4dOkxWViIpKYFQYru2iQhB96htWhrXXnllcUVCURT6zpjBSb//Di4XjwAH+vdnYUEB6enpxULy4PACRo4DdNhyP+T0AlUNTEdWZKD7G8HV97qZdYUxYmi327npppto2bIls2bNYt68eYbkwyI8LMuQ6negGaQo9P3lF3q7XCyKcJ6iSV1wk1qEx//9n/sYIVQUEFyBkWtKoUsxKUnn5hsLeOud0KaVLMu0bt2atm3bFgteUlISTqcTSZLQNA2v10tubi6ZmZls2LCBvXv3snPnzmMqhT/9JHDaaU5yckT+/PMoB5xO7vB62SGKXL1+PQcmTAACrsSWLVuSViY6ztATT6RXx47FlQ2/3881k+8ibk9gf9cX4OELHUydGkPnFJXnn82DpoF9jhjo39fH8ioMO4kkHTt25JprrsHr9fLSSy+RmVn+jCIW5qI6kwlEEsNL5erW6vsoCj/m5WH78Ue+B85p1oxVBGq4RrdTVMbw4Tk0bfolXbsqbN5s+F9Q5zHaTep06pxySslLrOswbZqDL7+MRdB1bj3RxakP+Iotp/+08/N7mza0aN+eFi1a0Lhx42ILL1jw8vLyyMzMZPPmzezevTuk4FVETo7Id9+VWPavxsTwaghL//Dhwxw+fJj7NI0UWaanqjLV4eDpDz4AAgLdvHlzWrZszvXB76oaiFYDsDVLZtsKiU6jS7rGj+lQu2J43nnnMWjQINauXcsXX3xRa9e1iAzViZ8cSQwvict2foiN1VAUAZ/vWDdSo0aN6N27Nx07dmTU9u3Yvv8eADsw/j//YdPQoSHFtWhd1/VjljVNO2ZZ07Tij67rqKpaapuqqhV+FEU55rtouXv3nZx55gZgL48/DuPGJUWlDakhYbSbNClJI1iP9+4V+fLLgEjogsBbi+MYNN9PwrBAHhunw4OjRrG3ZUtyc3PJyspiy5Yt7Nmzh507d+IJM4ZspMgRRS5ISDhmu6Io7Nu3j/T0vWycAD0Ko+ltuhdsz2n4tcCPb55aeoxY62ad6do1kfbt1zBkiI8tWyQ+/zwm4vMBJiYmcsstt5CUlMQXX3xhmlBvFuFRnQnII4nhYth2714KCm/A+ed7uOIKN34/vP56Krp+Ap07d6ZFixYkJiYiiiIej4cjR44wW9MYJEkkqipZgsCdP/7I3p9/BgI1WVmWsdvt2Gw2ZFnGZrMdsyxJUvG24I8kScXfZZeDP7IsI4oikiQhimLIjyAIpZZbtPge2ACA0wlNm2qWGNaQEzMy6DNnDqmaRmahKvXt66d9e4UlS+ykp0d3KEPLllqpgOMH1x57vUNHRBIIiMXhk+G1299m7UHzd6QKRtcFNjYRyP+8pOLx5Rs5vDUthv49/cQPKJ3+m82JXHBBdwYOXAxAjx4Khw7Z+PVXG+ee6ykUSJkPP6y+QPbr148LL7yQI0eO8Oyzz5piPKNF9WjQluEkl4ubpk4FIKlje9pesRtRBIcDxo1LZNu2M4przRs3bmTLli2lXKC/xsfTV1FYIcscCKqaF1liRtWwK6JDB4WJEyEuDrZsCcSyjCaiqHPjjS5691ZYudLG++/HALUzFCE2VuOuu1y0aaPy668Ofvgh8h0qbvF4eLBw9oPZsszpLVrQe4CHO+4IRDs5/3wfzzzTGbc7plRlp6giVLZyU7aSU/YTXPkp+o6J8SBnv0n8Lkj7ETpuVHhB11ELFVIQdNJOD7KaRMiLMc9wkHD44YcY7rijRHDENBh3R4ixYYdllq86guz4koEDSzafd94IBg5sQr9+HwHQqZPKnj0Sv/0W3hhWURS5+uqr6dKlC/Pnz+eXX36p1u+xMA8NWgwvD5ps9vzcfJb443E4Ar3f1q7dz6RJj1d4/H5RZL+Ju/yHYscOmXHjkmjSRGPXLqlavQqrgiDonHqqjz59/Jx0UsDyTkvzomm92b69RYSuUXHeTzxxPQMHbgHg6qvddOmi8MEHsRGJd1nEkKDeZx0VhYljxxLT9W/gdwDi4jTGjh1NQUFXILSrPPhTntu8rPs8+OPzSXS/w07yAR+iCqDzzem5vCAExP+KK9zEBkX8yswU2LXLcKdMtfj7bzs3nqoQ072CQssPv804gXvuGUqXLiUzlOzfL/Loo4sYMCCBfv1Kkicmhvc8pKWlcdNNNyGKIu+88w579uwJ92dYmJAGLYYrZZnhhYXZX9nZPD3eyaWX2nC5BKZONXaMUjTJyRHJyYmua/SSSzxceumxlnFMjExMBIdLVNRWZ7OV/o2DB/tJSspnwoTEco4In9k2G2MK3ewrJYm7X3iBLt0VnngCbDbIyBB5+OGPcbmie7+9HolXgoy/rrLGg/eHdtlNm2b+4SrlkZiYxC71CdqtfBJnn6xj5qM8ckTg+efj2b59I6d619O9e8lNmT3bwdGjGn/+mc3xx9s48UQ/R440pl27G0lK+oqcnJyQ1xQEnWuvddOrl8KRI52Jj7+DXbt28eGHH1pjB+sRgiDgDTKQahtDxfDquDg+6NOHfEVh3Pr1eHYFXiSLmtO5c+lCwuWC5cttvP32BjRtY63kYeFCjQcekOneXSnuYNK0aWR7+n7hcNBo0CAGt2jB2J9/RhUENm60ce+9ibRpo7J2rRx1IQSY6nAwrn07Om7YiD8B9p8TOt2qVTK//mrOsHaVIYoid9xxB4eyspnwmk5iYiKnneajQweVrCyBlSttrF1rK/Z2rF4NubkCiYk6qmpHUfoAm9A0gZdeikcUdTRNZdiwDdx666188sknIWe1GDrUz9lnBwrJdu02MX36B3z2mTmmgbKIHKIoNlwxzBVF5p58MtnZ2Xg2bDAyK/WOAwdEdD0wEHrlSpmnnoqnttoKi8jLE3nssQROP93LTTe5EASB77+Pi/h1tjRpQnLfvhQEtRulp0tR7zgTzDnnncfsfv3IWPggo650o5b5mZoGv/1m54MP6u4MCTfccAM2m423334bgNxcienTy7dyjxwRue++RLp2VcjMbMx5551LXl4qCxYsACjuNDNv3jyys7O54YYb+Prrr9m6dWup88TGln5ud+7cSKAPuUV9okFbhmB8t/j6yODBPs46K+B79/lgypTa6zQTil9/dbB4sY3LLruU/fu3Aqsien6jxxk2adKEQYMGMW3aNFascPLpIhunnOKjUycVvx9275aYP9/BkSN1r9dws2YqY8e6aN48EY9HYdKkt8Nq18nMFFm40A7k8u6773LjjTdis9n4559/SqVbu3Ytubm5XHnllcyePZvly5cDgWgyAwfeT27uJ8TGbmH5chuLF9etXrgWVaPBi6FF5OnYsaSdxm6H5s11ygQXqXVyckQWL95Cv379WLVqVcTPb2SF6vrrryc9PZ0VK1YAAYvphx/qbrtgMGPHBnoiQxYFBW9y8GD1Lfvs7OxiQXQ4HPz666+l9u/evZspU6Zww5VXMnHTJjru38+BwYP5XZG5+eYcfL5GNfw1FmbHSDE0vKpqWYaRZ9EiGx5PwBLct09kyxZz1Hk2bNhAmzZtSAgxsLsmGDFrhSwHpjB66KFWJCfLfPTRR7Weh9rAGdSPTZJ8QM3e1by8PN599126dOnC2Weffcx/l5V1CD6azEn79tFM0+izcCErn3mmTsQf7tvXz+jRHpKSzB0By4w86HZzzuTJ3Ghg+DzDS0lLDCPPjh0y992Xyn33Xcqjj36O222OMW1+v5/169fTu3dv5s+fH7HzGvEMjR3rKgzBtpZ9+56hvo71PnDgHDp0+B1VzWPKlFgi4W53uVy89957XHfddVxwwQVMnz4dXdeRZZ2JE/M4dasKr5SkVzWN4hmHDUcnIUEnP19A10vuxSmneBk3LvAQnHuuj4ceaobfXxJwAygOvFG0XNm3IAgVfio6rrzrhTq+7LaiQCFFy+UdH+q4UNsqO27g7t3c/s8/sG0bjwCr4+P504CZfQwXQzDWxVVfycjQ8Pl6mkYIi1i5ciXnnH46W+fO5X6PhzRN4w2nkyVBwcsbaRoPezzE6TqTnU52VFAQOnSdC9ato/3OnXylquyspUKzU6eS3rpNmx4F6pcLT5Z12rZtS1raKB55ZN8xnVpqisfj4YMPPuDqq6/m0ksv5ZtvvqF7Fw/duqkc6AjJq8C+FKYpDn43SWB7p1PniSfy6NJFZccOiTfe6ECnTr1p3749gwb9AawEAu2sjz12Ez5fWpXPXVkZWNH+UPvKS19eqMqqnid4jG5VzlE2fai0HXNzSx2TYlBsacOfMssyjA5Fg8QlSUJV1coPqCVabd7Mg2vW8IjPV2xjnAzcfNZZ+GQZTdO4f/FiTiwcczbMZmPs8OHFz0jRbykaCH/bxo2ct2YNAD+IIn0SE9FrwW06Z46Dq64KRF6ZO9fcPRsDQxigqlbd8OFebr/dhSTls3z5TxEXwiJ8Ph8ff/wx1190EcvsdtovyOTIeIH1T+lseAzeeiuWP/4wzzCUE09U6NIl8Px16KDy4IMDycgYyJEjR1izJpaRIwPp9uwReeih1/D7zVURNSvxus73Nhv9/X7myzI/GRRIxXAxBMsyjBZ+vx+73Y7bHSJclkE8oqrYy7T/xPn9DO3TB3dCAoIg0KEwvBpAM4+H0047DSjdNli03H/37uJtrTWNOCA/ivkv4vvvnXTseBGyrPDWW7Nq4Yrh07ixxu23F9Czp4LHA5Mnx7N6deXup6uvdhPwUim0aTMLSIpaHhVFQZo6lfYFBYE8L9Y5MEXmF6eNP/4wRyWjSZMmjBkzht69/cAbxds/+mgGy5aV/Pe//55A8+Yqy5bZLCEMg3xB4PzmzXn8/vt54IknDMuH4WJoROeHhoLf76/1uRMFQefSSz107KgwZ46DxYtj6dChA927d6dbt27EfvIJrF8PgEagB9c7DgcTXnut+BzrfD7eFUVkTeNFm40XJ04s93rLfT7eFwRkXecLu538WnyeCgpaF/Z+M+cz/MgjebRpE3A5xcXBddd5uPvu0GJ41VUuBg70s39/M2Ji0oD9AOTkRO+3JSZq9O3rp9H2WFhbULz9i1lO5hvQZgRwwQVujjtOZfFiG7m5Qxg5ciQpKSlkZmYydepfpKXF0K+fnzVrbCxbVlqsN22S2bTJ8CK1TiKKIorDWC+AKf45yzKMPM00jV7z5nGyojAzSteQJKl4ZhC73Y7dbufkk3O4+OJsAPr1U9my5U527dLZuHEj7733Hu8dOsTTdjuNNI1XnE62SRJHyowT/N5uJ+mCC2iflsaL771XYR5+tNt58Iwz6NGiBfd/+mmUfmloZFkmP7827NDqoNOyZem2l8aN23PbbZcwY8YM0tPTi7cPGODj/PMDXdpbtTrAqlUDUdXDaBp89FF0hog4nTqTJuXRvLmGrrpY+mQnxAU7+dluN0wIhw/3cuWVgRCGAwb42bmzL2vWHOLDDz8MmiTYyc8/199QkUYhmaCDlOFiaLUZRp44XefXvDza/PgjpwN3pKQwq1GjYsEqK2Bl18tbLrsNAtanz+cr/rRp8zuwDwhYidOnv8eyZcEzNoiMjat8rFqOzUZ+cnKVfm9WfDyH0qreWSFSyLJs6PxrFSMwf34TTj75MLoeaMf6/HM7J54oMW7cOLKzszn89dfcvno1Lk3kcNCRixat5/ffoxsWsXVrlebNA2ItSDD9xL1MWRu5mLXVoXnz0iL87bdvWQP8awmjA2eAJYb1kvaqSpugHlm3dOxIi/PPLxausgIWvM3lch2zrbzlUB1zGjfWeOopkWbNNFaskFm+XKE6bkRVVav8goiiaMgzZPRkpJXh8dzAsmU5vP/+5xw+LAH7+fffN0hMTOTcc8/lqT17SNQ0tL81PCPtHBngY+1aG//8E/22uvR0EY8nHqczYFmvXWtsUdSuXTv69LkYt/tlYmKOsH69zPLlhhePDQZZlg3XAevfrofskCS2iyIdNQ0NeGnDBmZs21Yr1z5yRGTcuETi4/XC9qbqtTmpqmr69mQzi6Esy7Rt25bPPvusUAhLyM3N5dNPP+URJRsAUYO4iQr/ia+94SFpaZ1JT7+AVaveYO3aPNasMcIC0wGBk046iTFjxrB+/XoeeUQhKSmJ7OzS4wgtootlGRaiGTSupL7iEgROT0hg0tChzNyyhR+PHKnV66uqUOOOF+GIoVGWodHzr1XEKaecgs/nY0M5AfDT0lT23aQT9zLoIvx6ogS/hkwaFf7v//6Pdev28PnnHqD2hfDaa12ceaaX/PwUjhwZws8//8qcOXMAgaNHLRGsbcxQ8TVcDC03aXTIEkX+7dmTdRkZUMtiGAk0TatybdGoF8nMluHAgQNZUzj+sjxy+sDSqYHl3T/WXs18zJgx2O12Pv/881q7ZjBt2qicc06gw1Bychbr1r3GnDnmrNQ0FMzQgcZ429QiaoQjKGYjHMvQqAqVJEmmtAxbtWpFfHw8s2fPLjfNgQMS27adiseTyOrVMt99Vzs9JBMTEznppJOYOXOmYRPzer2UcoFmZISeVNii9jDKuxOMZRnWYzRNM4X7oTqE22ZoxDNk9JQz5XHGGWdw8OBBXBUETG3UqBGqejEPPHCw1DCLaHPttdeSmZnJkqDACrVNt26nkpERi6pOZ8cOhenTraESRmMGy9BwMQRrnGG00HW9TluG4fQmjSZpaSoXX+zB5RL46isn+fki5/t8nPfeGwxtmc5v9/n5+NNYDh0y9oXu0EHh9ttdtGjxKZ9/3qTCtBdeeCGZmZm1KoS9e/emefPmvPTSS7V2zbJ07tyZUaNG8emnP7J4sSWCZsEMlXbDxdCyDKNHQ3GTQnQrVE8/nUejRoHzd+7cmHXf9eTl335DWreNNusgoTP0fS2XRx5JYPt2416p+8YWkNZeAw5wzpgMZs5MDpkuNjYQFeiTTz6ptbyJosgFF1zAihUrggaw1x6dOinExiZwySXXsHLlShYvXlzrebAoH2tohUVU0XXdFDWu6hBOe1I0Bb9DBz/JySUvaZs2HhI7dUIKmpjWkQkOBzz8cD433JActbxUhKzrtBc0PIXryVL5Bct5551Hfn4+mzdvrp3MAZdccgm6rjN9+vRau2YRV13lKoywk8fOnd/y7beraz0PFhVjhnLKcLPBsgyjR122DBVFMYVl2Ly5TnA2Fi3K5fbPP2dWYcgwdzPYf05gX6NGOl26GNMpJAbo9io494P9MKR93pLBgwcfk06WZXr06MFvv/1Wa3lr1qwZvXv35ptvvjFkGFVg3skA8fFza/36FpVjdaApxBpnGB0aSgeaaL5IK1fa2LNHpk0bhcxM+PzzWDRB4Ir4eFI1jatuzmd485JIPAZ1kCRPEJi61cEdV3jJFwQ+Ou8Exow5jbPOOosNGzbw888/M2jQYUaObIosb+Tff/+ttbxdffXV7Nu3r9wxj9Fmzx4bvXoFBHHHDuM7algci9WBBnOYx/WVut6BxgyWodst8NJLnbjrrot45JE38XhK8pQpirz9XgJN0mx07KgzbVo+O3YY90o9HhvLm04nLkGg4J9/4J9/GDZsGEOHDuW5504mLW0qsBlF2UqTJvHHRKaJBkOGDCE5OZm333476tcqj82bLyc1dT9z5szjp5+sTjNmxAzllOFiCFZv0mhRly3DcNyk0f6N8fEpeDxppYSwCK9X4KefBjB69GimTXsiqvmoCofLFCrz5s1j3rx53HqrSFEsc1nWaNZMi6oYHnecwuDBKn36tGDWrLmGzu7RvfsJfP31r8ybF50ZOCxqjuUmLcRyk0aHopnu6yKhgoCXR7TbnZOSkirs0ON0OsPKrxH88ouPE08UiI/X2bZNYsuW6L36LVqoPPFEHoGJTaZw6FA8RoRcS0zUOP30/ui6yrx582r9+hZVR5IkSwzrquVSF6jrvUnNEoEmKSmpwrBrdUEMd++WGTcukaZNNXbvlqI6E3vr1mqhEAbo0EFh5craFcMuXRQefzyPmJi/2L9/M6Koo2l1811oCJihnDLcUVsXe5OKYmTzG6vrtNQ0iPB9aCi9SaP9DMXHx1cYacZut5teDAFyc0W2bZOjKoQA69fL5OQE5qwsKBBYsiT6U0KV5T//8RJT6BVt0SKdVq0s75OZMYObtG6WlAbRsqXKu+/m8PXX2Vx2mTsi5+ylKKzJyWFtTg4fFBREVBDN3GbYRNM41+ejY6GINNc0uqrBvTIVhCq6z6P9G+Pi4vB4POXudzgchsXZNCP5+SLr19/JwoUXcOediezbV/uu+vT0kmu6XFgzUZgcMzTnGO4mhbrTZnjxxW6aNAnk9ZJLPHTocCd+fzJQUiCX9120XHZ91Ndfk7J0KQDn+/28oGlsjsCD0b27nzFjfsDj0TlwQGPPHuMftiJSNY2/c3Npoeu4geecTh7xeLADn9rtPBIby6c7dtD39tu5GsgWBO6Ii+Mv27GutgRdZ/TChTgkic81jewoWMKxsbG43eVXfux2u2lnrzACURRJSWnDRx/9ydGjxtS3f/zRwbBhw9H1Pbz77j7y8qx6v5kxg4fQcDE0w02oKi5XyQulqhI7d+7H4wlMj6TrevGnaL1I5MsuB39a5ufTs/CcBcCRCFk599xTQEpKIC///W8K3303AlEUEQSh1HfRp7LtNTm27Dk6b9xIi48+AgKDxe+Pi8NeaHld5fPR9tRT6TdrVvH+GF1niigy8aqr8Hq9xR+Px8MDCxZwYmHQ549lmfMSEiJy/4ro39/H4MGfkpNjJyFBC1mo2u12yzIMonfv3miaxtatWw3Lg6YJuFxnM336dLZuzTAsHxZVwwxuUsPFEOrO0IrPP3fSvn1jWrWSeeONIyxd+nONzzlH19nvdNJJVfnA4SAzQpZNsBFlt+vY7XY0TUPXdRRFQdO04vXg77LL5aWpybEt/H5OEwTidR0NWK2qDCvM6xGnk01HjjC8zO/RZJlGjRohyzI2mw1JkpBlme5z5hSn6RHhdjunU+f++wtwOApITISrrrLz1ltxIe61zbIMgzjhhBM4cOCAoXmIjY1FlmXWr19vaD4sqoblJi2krohhQYHIrFkDGDFiBEuXPhmRc/oFgadiIj/+6e23Yxk71oXfDy+/rLBpUy1OY14JucDpCQmM8vtZKUksBd45/njaOJ3cvGkTO7ZuRXU4GOn3kxYbS0FsLNe53Sx7/fVjz+V281jh8icOR0TzabPpBJ8yLi70cxob6yc3t/w2xYZGq1atmDlzpmHX79hR4Y473DRq9DqNGrk5eND4gtaiYszgITRcDM1wE8IhUsMVnE495CBuAFnWkaTAgO7qsmSJ3ZBefFVloySxMag2OL1vX7p168a2558HYEJsLAA33XQToiiy7N13Q57n1ZgY4i+9FFkQeHrGjIjmMS9PZNo0BxdeGOhJWtb4a9xY44IL3Awf/jKKIrNypbPWhxCYjdatWyPLMsuWLTMsDw88UEDTphqQxW23yTz+eGRd5xaRx3KTFmL0TQiHmnb2iY3VePLJfDp0UFmzRubpp+NRlBLR69XLz0MP5eNwwKefxjBjRsMIH5WcnEN8/C5AB0ruR0LC4UqPPdisWdR6lOq6UByoe/hwPxkZvVm+3EXz5pu5444c5MI3SJYVLrzQ0+DFcOjQoWRlZRnaKS4uruTa8fF1p2xpyFhiiDkGW9YmI0f66NAh0LZ1/PEKzzxzJllZxxffh27d3iYmJhC66sor3fz0k6PeDxY+5RQv5577A4IAd99t49VX4wG49FI3Q4cGOtrs3evk229Du5Oj+Qz5fKXXe/ceQK9eHWjb9hVkOafUvszM+v0/VYVOnTrVahDwUHzwQSzjxvnw+2Hq1IZRmazrmGE8tOFiCHVnaAWEdpO2aaMyerSHI0dEZsxwoqqB/T16+DnpJD9bt0r880+g8Sk3t/Sfvn17JgcObCg+d9OmGkUdIvPyhHovhBCoIARbX02aPIau2+nceTwUztA3apS3QjGM1jP0009O2rRRad9e5c8/HcyY8QEAt9zi5vTTA2m8Xpg3z87UqQ079mViYiKxsbGGhz775x8Hp546ie++m87q1dbchXUBMzSXGS6GZrgJ4VC20HU4dCZOzCMpKfAb2rRpxt9/tyclxcWtty5DlnXOOAP8foEFC+zMm2ejfftERo1qxldf7WPmzKWlzjdvnsZjj3UkOVniueeM7ZFXW+zeLdGjR2BowuHDTqZO/RqA668X6Nw5kKaicZLRFEOfT+CVV+KP2f7RR06ysyExUeennxxkZFidNIYNG0ZBQYGhQbmLkCQbBw8eMjobFlXEcpPWQcr+YYmJWrEQAvTu3YjU1IuIj1+PLJcIXZs2KgsWAAhMn55Et273MXPm+GPOn5MjMn/+yXTq1Ilt216M1s8wFR9/HMPhwyIJCRq//OIgKyswA/uTT8K55zrRdZgxo/yeoka42n0+ga+/btiWYFm6d+/Otm3bjM4GsiQh+/0cPHjQ6KxYVBEJEA0enmQKMaxLbtKyHD4ssmSJjUGD/CiKyKuvbmP16kdxOnWefVaiXTuVggKJefPM27PTaBRFCNlRqKBA5IsvKhYch0OnTZul+P0asqyX6oxkUXs4HBIpKcl88cUXhuajs6oyIy+P5nfeiepwML6wV3KkidN1HnO7aaVp/M/hYGGI6EgWVWOQovC/b78l1u8nx+nkTacx7byGi2FddJOWtkQEXnghjmefvYF589axenXAGvR4BB56KIFJk27m7bdnsG/foVLnqMsMUhTu8ng4IAg8HhtLvoGdoO6/P5+uXf8A4Lbb7Lz++rGD4i2iy5gxHq691oOm3U9CgoSRxcpdHg/NC6MB3eL1ot52G1kpKccEhii7rqpq8bayy8Fpio75vyVLOH1zwINxsq4zbvRoPDZbccjFsh8oHaKx7HJV0oRaLu8cFYWHrCx0ZFVDSlY1fWX7Ln//feJ37ADgcbeb9xwOvAaUKYaLYV0jlHDruoDb3YqCgu2ltvt8Ah5Pe/Lzw2tPMvPUSzG6ztd5eSQWrmuCwANRqn1XheOOU4OWrZBotY0s61xzjRtRBFF0cfnlxo7rywp6b/yiyPbDh3G53aXCBAaHBpQkCUEQsNlsxdvKC0EYvNxu5cri68QqCiccdxz5SUmlwjEWEWq5qvursq9sGMiqpA/+LhsqsqJrVCVNZctlz3dE02hXmOdcQcAoZ6kpxLCuW0pFRMrCNbOlHKfrxUIIkGbwf7dggY1Ro3yFy5YrurZRVXC7heLxfPn5xlbino+JIVnXaa9pvO1w8MvPNQ+ZGIrfFYXpNhsJfj/vORw8/L//ReU6DYEFmsbUtm1pJsuMPXQIzSBDwPjBHZi78C9LedMiRdrda1bL8Igo8lZhjLJ8m43XDPLvF/HOO7GsWvV/zJ9/AZ9/bnVoqW10XeC55+LIz+/Eli3Nef9947wEAAWCwJ1xcZydkMAv9uhVjpbLMtePGsWUp57iQQM9I/WBQ6LIG8OG8c0tt7BENs4+M1wM61qbYai8xsdrpKQsolWrI6W2t9Q0ui5cSEeXq9T2yixhs9+PR2JjmfLMM1x96qksM/DhDSBw9GgnDh9uZXA+Gi4bN9rYs+cePvmkg2FTNhmBRxBwR3iWlIaKGbyDRpdkgPkL/2DK5lWWdZ59No9Wrb6mdWs4cCCWf/5x0FzT+Cc3l9RPP2WIIDAmPp5/DReOyOFNSCDfJLO717UKVX1EFEWysrKMzkatoqqqaT04dQ1N0wyPQmOK0rkuFWRlO7c0aaLRqlVJrebaa7tz+uk30m7lSlILg0vbdZ0Rfn+VxbC8DjRxcRoDBvg5eFBi06bw/7pmzVSGDvWxd6/E0qU1cyGJomiqaYvq0jMUTGqqRvfufmQ5MDv7li2meCXDRhAEjh49anQ2apW6+syZEcsyJLrRQ6JB2bweOSKyb59YLIiffrqRv/+eQGtdZ7AgkKTrKMD8MKzCUC+ZLOs880webdoErvPyy3HMn18iaKF6yxXVtERRJCEBnnlmH4mJAWvu9df14hBx1UEQBLxeb7WPjyR1sXbeoYPCfffl07y5TnD2MzMF3nknjuXL6864teTkZAB8ZQO51nMsyzBylNcXozYxXAzrOn6/wIQJCQwe7OfgQZE1a2yAxm7gtIQEXjnjDF5dsIDFBQXFx1SnzbBZM61YCAFuuKEnZ511XfEDVFkt1encRWLipOL1rl2VGouhWSzDulahOuEEL//9r4tQXqHUVJ2HH85n6lQnM2bUjQ5BKSkpder+RwozFOD1BTNULEwhhnXJ3RAqr3l5Ir//fqywbJck1o8cycplyyBIDKtC2Qfj8GGRjAyR5s0Dhc4XX6znzz8nVLkQstt1XnhBpE0bDVUVajzXoVksQ0HX6bh9OzEmiIdZFVJTNe65J7QQFiEIcPXVHtats7F9e/VeUUHQOeEEP6IIS5bYohrwPSUlBdUk7ce1iRkK8PqCGSoWpuj6VZdqlbWR11CC6/MJjB+fwL59F/Lddyfw+++2sPLi8wk8/HAiu3ffyPvvn8D2lTLj3W4muN0kV+M3mUUM33G5uGLqVB6YPp1xHvPPNn/FKW4cQfUmVYUlSyQWLJBLTRclCHDz1eFVoIK56SY3Dz5YwAMPFHDbba5K03fqpFQ7aEFSUpJpvAS1SV0qt8yOGSoWhluGRt+AcKlOdJiy4lbdoRU5OSJHjgxlz56/ga1h5QHA5RLIzT2ezMzdvFtQwOjCAmyAonB+NbqIG14A6joXBCnIHY0bkzZ+fNDuyiN1lI2sERyVo7z14E/R9rL7y24vCuN1acYUisNH6/DCC3EsWxaw0pOTVT54LxehMGDR8aLOiMGDkePjiYmJwel04nA4ij82m634I8sykiQhSRKiKNKp0wQgUFkZPtxOo0aP4vF4yM/PJzc3l6NHj5KZmcnBgwcZNGgrl14asKx//tnBBx+EN24uISHBFBWj2sYMBXh9wQxRtwwXQ6hbNazquHTD/X2VXSMSXZC7B7m1elTTxeUx2hITBFZKEgMK8/93QQFTpkwpJQqiKJZaL/ouCsUVnC6cT6iQXWWXy15PEAR8CSUVCNtGioUQIDtbwj9TwH6ODgIk7tUZc8IJZCcmoigKfr8fv9+Pz+fD4/GQk5ODx+PB4/HgdrtxuVy43W7y8/O58EKNwYMD59240cG8efNISUkhOTmZxo0b06ZNG5xOJ7Is07Hj40BADE8/HTyeK9i5cycbNmwgOzu70r8hISHB+GfBABqiazhamOFemkIM63qbYWVUR+xD1ZKOO06hXbsPABeLF+t4veHVpM73+bj4pZfo4fPxhyRxfWG+Zlcj4r4gCJX2HhR0nYc8HvooCt84HHwXhYggF8fH8+EJJ5DhcnHX+vUou3dH/BqRZOC7CkU2uLcrJCSo5OUFTEFR1NFGBoQQ4OCp8MAlr6IL4Vd+Jk8WGD48FlGEuXNVFOWfctPed18BQ4YElrOyUmnatCldunTh7LPPRtM0XC4XR44cYe/evWzevJmdO3cWP9MtNI3zly0j3+lE1nWUBmQpmaGdq75ghntpCjGsS5ZhtPMqyzr9+6+lTZvttGmjFk9q63TqTJiQR1zcOvr0gfHjO7NoUf+QEfKLLMfgbcluNy989RXS7t00B3KdTih0cw5SwmsrkmW52PVXEdf4fDxQaDGcoiislyQ2SZGdBDdHFFk0YgS7du1C2bAhoueOBjsPyBzfJHC/RQlefjmPl1+Oo6AAxo1z4QwK/Ho0T6iWEAJomlDl3sJvvBHLjh0Ssqzz888FuFyvBPInirRv356uXbvSunVr+vbty5AhQxBFEZ/PR/bRo9zy8ss0XbQIgCcdDh5uQKHJzGDN1BfM4HI2XAyNvgHVIdw8lxWNikTkyivd9O+/DoDHHxe45ZYkFEUgJkYnLmh2otatnfj9A6ocRT75yBGkIKvWHrQcF6a1O3q0QvPmn9C/v7/C8XDBQbwloKmmRVwMi6gr3oVp0xwcf3xJ5SM1VefppwMuyrKP1Q8VTGgcSXw+ge+/PzbGrKZpbN++ne3bS8/G0qhRI7p160bXli1pmpNTvL1nAxMHSwwjhxkMIsPFEOpOQQaR+dNatFBJTFxAWprKgQNSmX0l52/USCcuTicnR+DoUZHZs+2MHu2joEDg+ed3sWXLM2FdV3U4uNXrZa8osl9ROKlw+8YwBOrEE31cf30BsIiHHoL77ksstl7LMtXh4HJNo5XPxx+yzIIohaOrS+MM162z8+effk49tcTFHKputXmzxM8/GxsEvTyOHj3KwoULWQgMs9k4z+9HEwS+iGJgbDNiBtdefcEMlqE1tCKKtGmjkpz8N61bl/S0a9lS5fnns0lL+5TJk3Np0aJ07XLWLAeKEvhb5syxk5NT8hdNmRLHDTckceONSdUK2/VYbCzNk5Ppl5REp6B73i2MGm7LliVpJSkQ4q080kWRC3v25OPnn+eS+HjUKjzsDodOkyYqUHcqSOHy1lux/Pijg1DeaU0LjAt89NGEqI4NjBQ3xMXxyY03MvGii/jKUTuWrFmwLMPIYYZ7aQrLsC5RVeFu2VJl0qRcnM6vmTgRHnoogV27ZHr0UIgpDCwSEwM9eijs319iWa1caeOzz85i4MAuvPbaB8ect6azAhQJ0lxZ5qLCNsM5YXSgmTfPzpgxComJCjt2SKxdW/GxmigGIvtXQQjbtlV44ol8kpJ0Fi+28eKLceh6xce10DRG/PorHVwufqojHTh0XeDjj2P59VcHI0Z4Oe44FVnW2b5d5o8/HOVa2mZEFwR2t27NkQZmFYI5CvD6ghmsbFOIYV2yDKvq0u3aVaFoqj+7Hbp1U9i1S2bTpsDgarsdfD5CBtxuubeANupBYnRwR+n5uC0uDmHoUHx+P3cuWVLl4w4elJg8uTfXXHM648e/haJELoOjR3tJSgrc38GD/Tz22JXk5DTB5/Ph9/vxeDx4vd6S4QQuF//7809azZnDicDROtaB48ABiS+/rDv5LQ9N05Ci1BZsZsxQgNcXzNBUZrgY1qX2Hqj6n7Zhg4zLBbGx4PHAunUBC8rrBUUJiKGiFHfoLOb/vF6e+esvANIkidEJCVGZ+VkRBFb16UNBQQHq0qVhHatpTjyeFlUSwuRkL7Gxm3A6dTyeQPpmmkZHVWWVLGNL1mnRQmXPHicdOpwIzAnkT5HYti0TXddxOBzY7XaSk5NLDTJ3qiqtfvqp+FoNrQOHWVBVtUGKoRJmL2yL8lEUxfCKheFiWNeoaqSEjAyJ++9P5NFHz+O5535k377AMb17KxQZL7Gx8NhjY8jJGV583OlvvQVr1gAwQFVppusciNJDUt2KiMPhqFKloFMnhQceWI/dvpZJk0QeeiiRTvkqP+flkQBsc4hseVcjtil4PHFs3nwqP/+8lkaN8vj9dwerV8+u9BotbDbOb6AdOMyCpmnI9WiuzqpiuUkjhxkMIlM8wWYwkatKOH9aRoZEXt4Q9u//GQgct2WLhN8PNlvAMnznnTns2bOo+NyHc3N5pPD4raLI4SjWlqo7Ka7dbq/SfRgyxIfdHkjXpo3Gc89dS68vN5Lw668AdPJqFOyBo03B6TzIL7+8yLJlMhBf5bzcGBeH67LLWJOezlfz54f9WyxqTkO1DM1QgNcXzNCb1BLDMKlpBJpdu2QeeSSBXr38rF1rY+tWF1ASSPllIHbwYPo1bcrNc+ZEtUNIdS3DokH3lbFjh0xRfEyPR2Tq1L8YvLuAfoX7vZKAq1XgPD4fxdZzOOiCwP4OHdhfR2atqI+oqoqtGlGM6jqWmzRymMHKNoUY1qUaVjhiWF4M0a1bZbZuLf/WL27dGn3QII7Mmxd2/sIh2pbhvHl2NC0wke2CBXZ27NjLSkBt3ZrLu3ThgaVLiflSo3NnhcWLbceMuQyHuvQM1TdUVcXpNOeYyGhiPXORwwz30nAxrG6BbBTh5rU6v6223AWiKFYrfzZb1aePWrDAzoIFpdvyfkpIoN1FF/HvihUwLyCaNaGuPUP1DVVVIxI8vq5hWYaRwwwdaEzxBNelgiycGkx1C4jafCiqUyMLRwwjdc3KqEvPUH2jIbcZGl2A1xfMYBlaYhhFzF5brkmbYU18/JEuRKwCyVgURTH9sx4tdF1vsL89klhiWIgZbkRVqY3aYH1yk4YiGv93XXqG6hsN1U1aREMcVhJpVFVFruEE0c01jaQalAPGP8GFM4HXFWrDTVqbGGEZRrrnmNVmaCwd9+2jx5o1xFbyHwzz+7nB46F54TM3eLCPM8/0EB9fNysyV3m9jP7f/xjnclWe2KJc4nWd7/bv54a77uLHvDyc1XiXJ7jdbMjJYUNODqdXMs9qeQgVFSIpKSkV5mqMz8cYv58lssyakwRGjfKxZ4/EV185UdWKrRtR13mvoIDzFIU1Tifn2e3kRFk87LrOJJeL41WVL+12PqhGD7h7JYmxDge7MjJ4x+lkegUDvW/VNK7v2JEXN23imxBBjDurKvd5POQJAk87neSIIrG6zrvNmtExJoZbt29ndTVqnW1VlYc8HnzA0zExHA5xX3soCu+2a8cBReH6AwfIK2ONnunzcanPx1pJ4iWnE71wf5qm8WFaGk67nat37WJvNdqK7tB1bk9KImPfPn602XjZ6axS7NKypGoab7pcnBQby4qkJK7IzSVV03jC7UYEJsbEsMvgtixJ13nL5eI03U/2iTpLbxF44604NmyoH0MRrvN6ealQDJYVRkzSy/yXoihyrtfLB4XDX/aJIs9fH8uFVwTW9+618dhjaei6UNz2KIpicWWy7HLRnJ3B83cGz+MZvC/U/orSBqevaH/XI0d4+p9/in/jqyedxNK2bYvPX/Qpu152W3npy0tT3eWKzlvVfeWlr+i7vHMGL/dZsoQzZswo3v7TpZeysV+/Cs8TvE/SNO78738RCrVsiSRxRmLQxKBBZGVllVvQVNu+76UofFRQgARc4vOx5iSBrIE6Awf6adu2Oxs39kGWZWRZRpKkY7677NjB+V9+CUBvt5v3hw5lwdChxXPwBX+AkNtDfbRCSzPUZ+TKlVxUOBFpP7eb+NGj2dOoUbnHl10etHcv9y1eDEBjYEpBAckDBrC9UaNj7s8J+/czfulSWLGCd4CdksSyMsL2TX4+bQtrySmaxg3x8TzhdnPW5s0AzLDbuXHkSJQwC/SX//yTdoW1o57JyTxVNI15IaKu896sWTRau5buwHN2O+OCJkvsoKp8VFCADTjb76dx16782rEjABPnzqXnpk0AfNeoEQ+dckrIPJTn6h2wfz8PLlwI2dk0BY5XVVJ79OCv9u3D+o0AD82fT/+cHMjJ4eScHKZ06UKnzEy65OYC0CshgcfPPLPCwqi8yZCBUgVm8P6yaSva3nfdOi7++WcAGs0F98k648c7WLz41pDnqMp5K1oPtVz2PymvUCm7XJX1M954A9avB2CgqvLKww/jLiyIgtMO/ewzKBwq1ErTOHtUUyAghq1b+5kwYRyqemwBVlFlPdS+stsqShO8r6LjQs0T2mXVqlLpezdujFJYgJd33vLmHa1OulBzllY1fajvIg9R0Xdl16nKHKrlleNl9yUVvq9FbMnMZP369aXyErwc6nOlw0Fq4UTie6tpVFVbDNtqGsFFdFyGTlbhcuvWDvz+TmiahqZpKIqCpmmoqoqqqvh8PjLLdEs+5PVy8ODBkDWx8mpuoQqxigqSpmWsuA6NG2MvLISrUjsbUHizixCBEe3a0apPn2PuT985c0qt//fSS9k+cGDJBk2j9e23F68OadmSSePHM+qNN2BdYHLfRJ+PkQMH4gme1bcKNJ81q3i5LTBs2LBS+2Wfj0Y//FC8fnL79ky6997i9bQtW7C99FLJb0lJoWDoUABaB9WG0/x+TjrpJMKhd4goMX1TUnCfeGJY5wFoW+ZcnRwOmgW5fZv6/fTq1at4vaKXubztFRUCVSoIyoiHLoKq6uTn54esuJXdpqpqyP1lK2rB28umKTpHqHRl95XdH7yt6D0OTnMkO5sJhb9toyzz0OTJKEHHF3Gmz8dUAu/MTlHki+8OcO3YwL7NmyUefvhZKpuhxEzE6DrfSxInqCqbRZGb5swhK8rjgusr3wN5TidXt2rFlPR0Xlu+HJYvD+scZ9vt3KeqHBVFnqnmmNdqu0njdJ2ZeXn0VlX2iQI/3C/R8wyFo0cFHnssgfT0yq2ZcR4P5/t8LJNlJsTEVGm+u5rQRNP4ye+ns9vN1zYbt8XGhuWea6pp/JaXR5vCl3yVKDImMRFXiHM00TR+ycujo6axWpI4OyGB/DLpxrvdPODxoEgS1zudzLTbGe7381l+PvHABw4HD1RjFobbPR4mut3oosjtTmdIF+0TLhd3er24gGvi4/kzKIKIrOt8nZ/PSEXhoM3GGUHuxv/zennV5UIAHoyJ4cMwH7xGhfela+E93CcInJmQwL5quDPH+Hx87HIh6joe4NyEBNqrKm96PAjA3U4nnxs8x56o67zp83G2UyK9Vx6LrhF4+934as1HaVbG+Hw01zSm2e1kV1Arv65bN0a3a8dtP/9MpijSvbuflBSdZctseL11RwiLEHSdprrOEUGIetnVEJg0aRIPPfRQVK9RkZu0Rm2GNl2nvaaxTxRxCYGZ2fPzBfx+8z4Yxx13HFddfjkTHn+8WsfbdZ3jnE7Gjh3LHa++WuFLYNd10jSNdFEsN6za7eedR3zjxjz//vvF2xJ0nURdJ70Gbag3jhlD81atePqdd8pNk6Zp5AvCMe2FEHjRX7v/fl7+/HN2ZWSU2tdI0xCBzOq6I3SdZpqGABwSRXw1KEhuvPhi2ggCk77+urhScuuVV+Kw23n1ww+rfd5IkpiYyPjx4xk/frzRWTGUYcOGccoppzBx4kSjs2JhQowWwxpVT/2CwJagGv3Ro+YVwSI6dcolufE8UlM1MjPDL8x9gsA2SSKnefNKa4M+QWB3JRZPOtAlJaXUtrxyBCoc9msaTUK0ZQZzoAIx0wWB/NRU3CEqS0dr2NFJEQTSq2AJtm6t0rOnn+OPV0hM1MjJEcn/RWTXCpnfbDZatNXok/QvdiWe/kN9rF4r0727wgmnfoEkCQzb6sVuD8wZWRVPRRF2u06zZipDhviJj9fZskVi3jx7td14DTFuZyhkWbaGwFiYlvrjq6kCJ57o4/rr1wPrmTRJ4K67knC5wi/gIvlC5+Xl4YiCKy8vLw97Dac0EgTBkJBTw4d7GT3aS5cuKsG62/prlbYrwNXSy5pcEd+LGqJtBehwjxCYK9IhQ+fXXTgPQMLToBfOG7l7t8SKFTa+/NIJlPef64wb5+KUU3xoGsXXPvNMGDfOxaefxvDTT+G3R1Q1sHl9xxJDCzPToMSwV6+SmXRTUwOTym7bFv4tiOQLnZOTExXLITc3NyKDgf1lZx+OEk6nTqdOfm680U3r1lrIptzENbD0I/A1gZh9GsUyXZjW4YDmv0DLH+HA6QEhBJBl6NhRpWNHlb59/UyYkIDfL5CUpHHKKT5ycgT+/ttOly4ip5wS6IVb1viVZbj2WjcDBvh4+eV4cnKqbh1bg7IDSJJkVQosTEuDekuXL7cxapQPUYSMDJF9+4yPp3j06NGoxHXMzs6OyHmjaRmKok6rVhodOijceqsLWQ7dn6mo/Mw4MyCEAO5WodOJhUEsktaD6AYtJrAu50Orb8B5hspvt2ezdrUEYzRatQ+c/LzzBuHznYKuP44ghK7sCAL06qVy+eVu3nmn6j18LcswgGUZWpiZBiaGdj799HhGjuzAY4/NxOOpXhtQJF/orKysqESqOXr0aLlj/cIhWmIoijqPPppP795KKZdkMEePCvzzj50FC2wcPiwxdIiXm4aUDG/Jz4fsFSJHVgt4+wv0P0Eh4wxovBCSV0Pe/RJf9bFxzrkeBk+DfRdA0z/BlwodLlWJ2wlHC4c32mxbeOaZA3Tt6uQ///GRkSGyapVEWprGSSf5adu2xFpNSooJ67dalmEASZIsMbQwLQ3uLT1yJJWjRweSm/tLtc8RaTcpBArMSApPbuFA1pqeN5J5stt1Hnggn549FTZvdnD88YFzBwuhqgZE7qOPYlm40I6ilAj68hV2bqJEDOPjIX64RsthJRalJsOaF8HlgltuTsA1S+BunwfRT8CdKsDB0YG0vqaACkjw/fdHOXjQxcGDDubOLd2GO20anHOOh4sv9qAojWnceCw33/wuipLDjBnOSjtiWZZhAMsytDAzDU4MbTZbjQumSAbrLhrAnJqaysGDByNyzmAaNWrE4cOHwz6uKLBBTQovQdA5/XQvaWkaf/7poGdPjf79AwJ4/PFeNE1GFAPr27ZJHD4s8sUXMeX2/Dx0SGL2bAejR5cO6Fv2r/D74emnE3C5BERRp9cs2PAYtPkCDp1cOu3+gwKvvhpfadvxjz86+fFHJ6DwyivTGD36EAC9e/u5666kCo+12soCWGJoYWYanBhG0lUjimJEzqVpGikpKREXQ1VVSU5ODlsM7brOe3l5nHbvvcT5/dwZG8tYr5ezfT4WyzJPxcQcE1mlCFHU6dFDISdHpG9fP9dc4wZg9GiJrKxzgK+K0376qY3WrQNttzNmOKo0dGHKlFiWLpUZP76AUP2OsrIEXn45jk2bZOx2nSefzMP9OvR6HHK7QcIGyOlLcaeb9HQx7E5UPt+W4uXjd2v8npfLfkHknthYssr4exN0nae3bKHns8+yyes1PAiAkVhuUgsz0+DEMFIuq0jW9BVFoVElYwKrQ5EYhstlPh9n+3zg83EFkNS/P2MKY7oOVlV2OBx8JkkkJ2tccYUbu13nq69iOHBA5OGH8+nXL9AOmJPTGtgLgM3m4qOPVtCnj52ePRWWLrUxY0b1wiatWmXnmmtkLrjAw4ABfgQBMjNFVq60MWuWA00LKN3xx/vp0kVl7bPQ8ntQYyD9PIqFUNdh2rTwI/zMnu2gQwcXdi/0fEpEUlT6o5KSlsZnI0aUCuF3/sKFjCiMY/kq8I/NVqNgCnUZSZIiPmOJhUWkaJBiaDbLUFXzSE0Nr1NGVfD7/SSWE729wvyUWU8oU3hfNmoUXU4+mRYtXiclZSsAHdqpTHwqlX79StoBRVHB7xew2XTWrpX5999DLF0aXpzV8vB4RL74IpYvvig/zeHDIpoGSiLsvqb0Pl2H336zs3Vr+K/A33872LBBJs2m8pevoHh7iijSokWLoGvoJAWZrxIwfICXL1dE/r+uC9TUMjzf52O8281BUeTW2NhqhfCzsCiPBieGkXaT1pRTT/XSp89j9O6tk5sbw5w5kXOj+f1+4uPjwz7ua7udkaLIf+x2vigo4NF16/hMlhmlKKySJG5asICWOTnce/OB4mNaNdF44I6H8XqfxuHIBOC3347y+++JpKZqbNsmFVtstcXu3TLr1l1IkyYbmD17J3FxOv37K+TlwfTpMaxbV/3xnQcPSuiawFFBoJGuowD37tnDkldeKZXuW01lYXuI2wd7L4b+p/otMawGsbrOWwUFOIBOmsZEt5sbqvFsW1iUhyWGNSASYnj55W4EQUcQ4PLLPREVQ4/HUy0xVASB8S1acPjee4vjaV6WkIBT1/EIAng8HPj3XwoENzH3gy5Bhw/ho62f8EK+wn/+4yQrS+T33wMhzI4cMcYt2LKlTkzMQN54Yz+bNgUE6KuvKjkoDM72+WhU6C6XgfaaxpIyadJFiRlPirRqFXjmMhY2TBcp1MxNKkKpWXJ6devGf447jj///NNqh7SICKYTw4QEDa9XwOeLjhXRJjeXZnv2RORckRDDo0dFUlICBUQFMWSrhcfjIbYas15A6LZVT5lOM3PnO5i80IUuQ1aOwN9Ju8gTRL76ynjL56abXJxxhhdNe4TERAdQs9B0odgZ5KbTyqwH8/TT8Tz+eGdyc3289VZknr26iCiK1Y5olC8I3B8byyNuN4dEkY87dGDYsGGcfPLJrF69mp9++olBg3Jo2lTjn3/sHD5cvgu1ZaF4NtS2W4vQmEoMr7jCzYUXenC54Lnn4lm/PrJhysZ6PDw+bRoAfoeD8dUUiiIiIYaTJ8cxcWJLfD6FV16JbG9Sl8tVrQ40QJWi13zqcFCg2bh5+MncOndujYOLRwq7XeeMMwLDL0RR4ayzYOnSyIvhXzYbL/fuzRl2Oy9t2MCScgbXHzoksX37eezbtw+Xa1/E81FXkCQJr9dbecJymOpwMLWoN+6cOTBnDkOGDGHkyJGcemomTZt+B8CoUX7uvjuVgoJjhfcmj4fn3IEezo/FxPBWNee+s6h/mEYMnU6dCy8MDKiOjYUHHmjBtm23hJxst4jyZvEOtR/gsmeegcIX4Wqv1xRiePCgxObNl5ORkcHhw1/W+HzBFBQU0Lx582odW9Vet9NFkYFnnolryxaIwjjJ6uD3Q2amQGpqIP8ZGdGzANb374+vc2emb9tWYTpBEOrlWMOLvV4mu1wUCALXxceXWyG40Odjwosv4pFlNohiuenCZcGCBSxYsOD/2zvvOCnq+/8/Z2br3e3dcY0r9CYdFJSiBhFUbNHEaCyxRI0tGgt21EjUWFF/GmOiiRoTv4mCJZaIoGKIBVQsICDSy3F3wPW9rVN+f+ztFbiye7dldvk8H4997Mzs7MxnZ2c+r8/7/Xl/3h/mz5cpKgpty8/XmD//GoLBwpb9wpMRn3/HHcjNdcA1Pp8QQ0ELphHDYBA8HgsZGaFoxPLyAJ999lmXs4FHMlN4232HB4Mc33y+dTGIRItVGjVFUeKSEFuS9pCfr+BwGFGnnosmr6mqqhQXF8claUBPMAyJu+92cfrpPg499Biee+7zuJ2roKCgJdtPV6SrGC7weMgiNJ7yD3Y7955yCnDg0KMnXnoJh6ri8Pu5V1E4rgdRzl3x7rs+Ro8GRYHvv1e4444FyLIVh8OB0+nE4XDgcDiYpusc2vydrcJNKmiDacRQkqxUVFyLzbaQ9esrefHFWjyeD2J6josNg2emTSNLkrh07dpeHy9WWWh605fSGSNGqJx11jtYrTr33y9z663ZUc0mHs14TL/fT2FhYfc7JpDycoWnnsrkgQfOwO//Im7nycnJYfv27RHtm45i6JEkspp/V6NhUFVV1aF3xifLONt8J9asWGFj7lyFwkKd1ast6LqErqu43W7cbnfLfmcDN9vtTJsyhYu//Tbm5RCkLqYRw7PPPhu3uz/z5zcCsRmLtj8eSeLD6dOx2+3sW7++18eLpWUY64TYRx4ZwGoNBQoMHKgzdKjKunWR98FGk0LM4/GQn5/fo3KmOhkZGezZs6fb/Xqb2s6sXJSZybM5OTQaBpe63WxZsaLD/X5hs/GXggIaDIMbmpo63Ke37NihsGNH1x6NvbLMTRkZPHDeeVSuWROXciQKl2HwsMfDIE3jDw4Hb/dy/tKeYjcMzg4ECBIaltXdpOcdMVFVGbd0KWNUlbVJSmyfdDGcMCHI2LEuJkwo4ZlnuhhBHSNkWY5ZCz1WYhgPy3Dz5tZKoalJoqIiOrdwNHMsut1ucnK6zs+ZbsiywRVXeBg9+l4aGy3897/JLlFyWGG18sKVV7Jjxw62LFzY6X6fWa28cPXVbNq0ic2vv57AEqYvt3m9nBUIzb/5V6+XuaeeSoPdjq7rLa9wF1FHL03TMAwDTdPa7R9eb7u9o226rqOqKk9XVnK8xwPAVFXlN5nRGTPjVZXFjY3YFi1iCTAzO5sfkpBQIalieOSRAebObQLc+Hy/p7zcQuezkMeGWGWNMQwjpmIYaL6pY8Xy5XY0TeKii47i2Wc3UVtbE9X3o7EM6+rq6N+/f0+KmbIcc0yA2bMDQDVHHw3Ll2exalXnDYh0tQwh8v5QWZZFOrYYktPmmlt1nVEDBtCQl9eSDrBtWsDOtrX9bP9tYTra1nZ9xvXXt2z7cXY2nvvui+p3jFm2DFvzAGAnMFlVDz4xHDu21RpyONyUlrp6NPN8NMTSCjOzZQjwySc2jjvuJKzWpcAnUX03OjdpOYWFMhkZBh6POYZXxJv9PTmK0vW1ilX/shmRJCkikZNlOa6TRR9sPOZwcKSq0s8weNJmY/6zzyalHDmaxtnNyy81NjLv1luj+v4ITeN9IAuolyQ+SZKbNKnhVKtWWQk3lnfvTszM87F0k8aKeFiGYdxuNyUlJVF/L1IxLC3VOOecxYwY8TSPPNJAVpY5rJ+cHJ0zzvCSk7McWY79/71smY3vvstB05wsW2bjiy+6dyub7b6LJcIyTDybFIWJOTn89amnmN/LYWK94eqMDF48/XReOOMM5jmjT7jxg6IwIzubyzMymOFysT1JOWeTKoZffmnjpZeOZMeO87n1VlePZ56PhkhbsZFgZjdpmNra2h5FekYqhlOmBHE6Q6394mKdcePM0fKfP7+R887z0bfvS5x3njfmxw8GJRYunMD33z/Mk09mdjv9VLoOrYDIG5iSJAnLMA4YSU5YrksSq4cOZeMhhxw4uWiEbFUUFtrt7Ejib0n6QJvQzPOTcLsTU5RY9RmGjxULJEmKmxju2bOnR8EtkQ6t2Lat9eYNBmHnzuTPJOBwGAwY0PofDx8eH2vE5XJF1bBK1z5DiOy3CTdp+qJpWszqw2SR9NJbrdaEVhJmDKCJpxiWl5eTGWV0F0Se0Pzrr608+mgfampmM39+VkJc3d3h80nt3JYffxyfkPPMzMyI+3rTvc8wUjGMR9+4IPlomhZVog4zknQxjOX8gpEQy6i+WFVwkiT1KmdjV2zduhVLDzqkowmg+fRTmb17fxbVOMZ48+CDmSxZMou1a69hyZL4zC6fkZERVeWerpZhpC5g4SZNX1RVFWLYW2I5pVIkxLITP5aWYbzEsLa2FiDqfsNoxDD8//VEdOOFrkt89pkGHBKX42dl6RxxxGpKS98lIyMyIUjXPsNIG5hCDNMX4SaNAanqJoXYur7iJYYAgUCAwYMHR/WdnjRSzCSGANu2bcLl2kxZWexF6MYbmxg16isGDFjOdddFllElncUwUstQuEnTE1VVhRj2lkRbhrGKJo1lnyEQtz7D/HydsrI/ceGFqxk2LPJWeTSWYRhbktJBdYQkGVx3XSUDBjzG44/XccQRsb2+AwdqbZa7v67p3GcIkbmAhWWYvgjLMAYkQwx7e77x44OUlr7AzJkVSFLvW/vxDKC58som8vLWUVJSwS23uLv/QjM9saCjSeEWbwoKdCZMCFW8igIzZsT2+rbth4y0TzKd+wyFGB7cBINBIYa9JdEBNL11k+bn69x+u5vc3C+YM2dnyySyPcVms7XkD4wHLlerWGdlGUBk4h2NZVhSotGnz3uMGxcfQe8J9fUy1dWt1tiWLbHt3P/nP5383/8dy/ff38yrr3Y/0Djd+wwj/W3CTZqeCMswBqSamzQ/X6etN7C4uHdld8R5ctGXXnISDNrQdZnnn88g0tyvkTYacnJ0HnigkaKi1/nNb3YwebI5BDEQkLjjDhcrVgxm9+6zeO212F/nNWs86PrAiPdPVzGEyN2kQgzTE2EZxgBFURKaoqm3Yrhpk8Lq1SF3YEODxPvv9y5s326PT9h/mNWrrXz88c289dZVUQ0xiNQyHDBAa2d9jh5tHjdYVZXCo4+6aWw8lqKi4pgf327fQnHxq8ya1b13IN0tw0gbtMJNmp6IAJoYkGrjDHVd4vnnR7Fly2+58sqcbudP646wmzSe2O1Ompqic+dGarFv2aKwZ0/oNlJVupy5IRmoqkpjYyNTp06N6XH79NG55ZY95OV9yK9/7eHYY7u/vuncZxhpNGm8+sYFySM3V+ess5YzZsxt/PznsU99mCiSLoapZhkC9Os3ALc7D6+39xGCdrs97mJotVrxNM83FimRukmbmmSefHIU5eUXc+ON2axday4xBNi8eTMjRoyI6TH79tVpm5N40KCu76l0jyaN9JkSbtL046c/9VFWVofF4uXnP/dRVpaaydiTPjAs0ZnsY3G+4uJimmI0W3ciLEOr1YrbHXkkKUQXaJSbO5jq6gns2JG8SVsnTgxwxhl++vTRsdsN9u2Tef11B19/bWXlypVMmDAhpmNMN29W2LRJYdgwjWDQyvLl3Q8rSWfLULhJD17a/qW6Dqk6MUnSxVBRlIS6TmIxtCI/P5+GhoaYlCcRlqHFYolaDKMJbOrbt2/MGgc94YYb3Bx1VHuLIz9f49Zbm9i0SWbevK3kb9/OFX2LeGF3BZ4YWGnBoMS8eS4uv3wmmZnD2bSp67nk0rnPECIPDhJu0vTj1Vcd9OunM2aMi23bDqOyclWyi9Qjki6GibYMY+EmzcnJYcuWLTEpTyIy8CiKQn19fVTficaKKigoiFnjIFouuMBzgBC2ZdgwnefvqmfOtQ9wpgaXFUtM8uWg9VIQXYZBlt9g+l9Xcmz1fzhGVfmJy4Wvi+Omo2U4PRjk+L//ney6Or4wDPROfv+JmsaUV19lmt/PJyYajyroPU1NMr//fRbDhw/jl788A4djLT6fL9nFipqki2Gi+wyh966azMxMKisrY1KWRLhJZVmOSqwyM3VGjPgUXZdwOIxu55nMzs5m27ZtvSxl9OTk6Jx8cvvAFcMITSXVdvhLxhiDfdOg6GMYUGlw5Jggy3dHny1nuKZxt9dLjq4zUdPIAGhuZEwBHmtq4sqsrJ7/oBSjSNd52e0m88svGQnUlZTwfGFhy7jZ8PsRTU08v3Mn8tKlvAbMdLlYZ7LUfYLes3HjRjweDyeffDKvvvpqsosTNUm/IxM9x1ks3KQ2m42dO3fGpDw2my0hFkM0luHNNzcxbNgnAFxzjZWHH+66gs/MzKSqqqpX5esJU6YEaGtkNDTAVVfl4PHI3H9FA4cc39rI2jM7JIbevrDL6Fnc2HNNTYzpouE2qJP/UZYNnM5ynM7Uay13RZGu03ZysOl9+7Lv5JORZRlZlpEkCUmSmPbZZ8jNz4sVGKXrrEtKiQXx5uOPP2bWrFlCDHtCMqJJeyO+NpsNSZLYvXt3TMpjtVrj+vszMjKA6PpqBg/WOlzuDJvNxq5du6IvXC/ZP4Lz9dfteDwhoXv46Uz+MruhJV66djxsuRR2zQT//T1zkRZ2IHY6oVMYwB86GDMqywa33+5mxIiHGTRIYdeuDL7/PumPXUxYpygssVg4XlVpsFi4efNmVv/xjwfs929NY5Isk6fr7JIklgurMGbk5OjYbOVIkoFhJD9i+aOPPuL4mTM5b9w43vn2W+pSaOxh0kuaDMuwN+LTv39/dF2PWZn7eb0U7tgRk2N1xFnAYW+/zWBNw2o1+OlPvZx/voe8vM6t0Q8/tHW43BEWiwVZlmNmKUdDY2P7h3/o0Nb/deoQtV2yHa0P7DgP9FIYNapn/918pxNNlvEDSy0WNh96KDeMHcs/xoxh48SJlBhGyE/bhuGlGocdFjqfzaYxe3arW/eQQ1ROOSW+oeiKYXC4qlIWB++DLkmck5XFP+68k3OnTmV1JyK3VVH48ZAhvHXttRydnc3eFKogzczo0UGefrqeQYN+xy23NMUkT3JvsRoGs+6/nyeXL+erhgbGplD0cNKbaKkWQNOvX7+YTbd0rt/Pw2+/jWwYGDYb1/dgRnoIXcOwKIXfFUXhHLebe8vLobycJRYLf7s2m8OODbnqJk8Ocu21OR0e74UXMigsPBPDUFi06M0uzz11ah4Oxzo0LUikqd5ixerVVs48s/W/OGaMytBDG1mvKRx7k799cYxQ8YJBWLcu8tteUQzy8nRqa2XWjJ3EX884g9/efTd+SeLhyZM5cfVqpq1eSd2P4ZrhYF1i8LTUOgDxhmwPqLQ8aYZWyvDhRZSV7eXqq7ciy+Dx+Lj55nz27Am58GPlNpcNg1fcbmaqKj7gvKwslsU4eMWQJOr79qWxG4FrcDopHzmSeiGEMeP44/2EszkecUSQ4mKdiorkTrB7qKYxvKICgFzD4NxAgNtTxBOQ9FImI19hb8QwlsMILvL7kZstiQuCQby/+x1G82zRbQdpdzVgu6uQ/Rkvvgh79gCQr6ocXugg/Mv79TO4+uorWLNmPStXrjwg+qumprjbKZlOOsnHpZduADZw/fVWHn00scEj69db2L1bprRUR/bBqPsg70SVQ/0qwa+g+ujQflIAxt8CngGw/irYvbv7CvnYY/2MHRtk1CiNvn11sp+SGLTkG/bu3YtdMhipalz4l79gMQxW/x5qpoW+d/SRfnZ/I/H111by8jQKb9ZanjLXWuifdxUXXphJYeFiZHkrABkZBrfddgZu96Gh8kY4DKOjfdpuy66qYub8+QA4gHP8/piLYaRYrda0HlqSDHbvVoBQ3dnYKFFXl/yGxi5ZxgOh4DJgo5JccY6GpIthMizD3rg48/Pzqauri0lZ1isKk5t/+3a7nef//nc0TWv3ClsKqqq2rKuq2u69M2YFg/xTkrAYBmsUhaeX1XLpGJBlWLOmlEBAZ+bMmcyZMwev18uOHTv4+uuv0b/+mmv/9jfsus76YJCPrFbu8ni4KBBgnaJwQWYmNbLMaT9qtcqOOirIqlV+fD6JlSutJMJK1HWJBx/M5KGHGsnbBZuvAU9z3uzMTa37jXgU+nwTepUXS12WraBA56c/9TJnTmsfa+YmOGyRATSS1/A9y86HqjoJy1uhyr1xVOv37eMNLpzg5dxzveyvO7sbZG59+H4Ahg1TuffeUNRrXZ3EXXf9i9raV1r2DQehdPRSFKXbzyVJIsswOMlioU/z/b4ujhVTd0JnsViEGMaYRYscWK1OZs0azb33ro5JRqzesluWOSsri7Ob64rnTTTHaXeYQgwTnZWip+J7wgl+pk37G7t3Z2C1GgSDvbv5bsnIIGvsWMqcTi7+7jt2b9zYq+PtzwdWK7887DB+PnkyV778Mk0fSaz+wUpmpsHGjU3AM0BoaMS0adMYOXIkZ555Jj/dvp3irSGr5W8ZGTx/+un85vnnAZiuqjw7ahTvT57M+HVPUdGc5cxokrj22lDKtzfftPPCCxkHlCce7Nxp4brrsrnzhkbK+jZXtho0DQZ0sNZCIBd0BWQNPnir84czJ0fnoYcayM1tX2lL+90usgHyzwy0JaD4oeC/EhWnhb4TNuL3F0K1EWz/krjI7+cFu51NmyzceGM2Q4aorF1rpba2fas+Vu7SkzMyuNDvZ6ss82wck8J3V9ZjGhuZuHQp/TSNXUm2Fgp0HWeSxsXGEl2XeOklGDv2fCor7wGiS7kYLz61Wvk0BceSHnRi2FPLcMAAjV/9yoMsexgxAk45xcnrr/duWiCfJPHm+PGMHDmS3eviE2y+2WZjx/jxNL0SsjpCrpX2NDQ08N577/Hee+8B8COfj/AcD7JhsP/V0mUZp8XC0CcNMneAmgXbzm/9/KijbNTV+Rg1SmXFCivLlsV3Zo6qKoWrb8nlgd81MKZYI5hLy50dzIdtl0DFKTDscXh6a2f/mcHZZ3sPEMJ9+yQ+r7ewa5TBsZtVtDGw80xQs+GL56BusUzO1FYh0DQZRdFRVQWLJaSiTbuzmHORGyWocQIeNskyH1ut7NqlsGtXfIXhe0Xhtoz4Nky6c+ue7ffz4Pr1sH49S2WZY/r2pR5aPBuJTEZwgd/PAo8H6eab+dbh4LkIp1CbqKocqar8z2LpNFAoWei6TklJCZs3b052UVKapP+rqdJn6HAYtO37z8iIjctH1/W4JnHuyW+91mLh/3JycBgGV2ga773xBvVOJxf5/axTFK5at47G9evx25zc9rqX3bLMurEyo48IyabV2o8LLlgPwOGHB9m1S2Hjxvjfapt3WpikaAQL2m8vfhfK3oB/XSbhfqjjfpXZswOccEKra1TT4NlnnXz0kZ1AIPT/SFkGT89ooCg7VHn7SsE4R8ffJmH39u3HEAjk0dg4iNzc7VitXkrfNVCC77TsU5qGmWi6ErRpbRqffXWde375S6oHDGjZFkkf6f6ft10PL3e2re3yL+fPR/F4wDC422Ih94YbCAQCBAIB/H4/Pp8Pn8+H1+ulqakJj8dDSVUVz61bh80w8AGzsrNZb6K+sGAwSN++fYUY9hJTiGEqWIY//KCwbJmDY47xs22bzDvvxMbaibcYqqoa9fG/tli468wzGTBgAO8tWADAkw4HT+7Xin7K4eCp5m2WRwyOPjqA3y9RVLSNCy5o3W/GjEOYOPE7+vXTWLrUznffWWkJ7+wEm83g+uubGD06SHm5wj/+4WTdulbXiyQZjB2r0tQksWWLheHDVYLBA0Y2kPsFDH4ObPVw5Pd2TjvtNCorK9m5cyeVlZUtlfjEovb3xF/+4mTJkva/1zAkrnwhm0ezGhk4K9TIcDpDATm5uTqrV1t59NGvUNX2vytX13lblhmt63ylKLyTQv0oseA/VivnBgIowAZZ5jd//OMBaeva9nmGI6I76h8Nr3e2vW2f6f7riqIwW5IY03zOKrudXbt24XA4cDgcuFwu8vLysNlsWCwWLBYLiqIw7pNPsK1dC4QCkQ5XVVOJodfrpaCgoPsdBV2SdDGUZTnhlmHPxFfinXfGUFz8S+bNuzNmZdE0zXRiCNGXS1WlFndoTo7OrFl+ysp0qqoKmTy5L0VFXwJwxBEqb75p5/TTfdTVyTz+eAannuonL09n4UInq1ZZsdlsnH9+JlOm1AEwcqTGPfe4mT8/m9WrQ5XQDTc0ceSRoftm1SoLkyaF/tOcReA+BFAg9yuYeHNrGd0ZLkYOHMlhhx2G1WptyUbk9/uZvesW9jXrs7wBPvig48aOIUnc+68snp3VmtGnokLm6qs7HqYCUCfLzMjOptAw2CNJnebvTGW6sgzfs9mYKcvcec45/OrllzvM39rWXRrPZN5n6TrzbDYk4PfBIOWvvNLtd4ZqGh9KEi7DoAH4n8ncpE1NTfTp0yfZxUh5TPGvpoKbFKCkpIRAILZWbK7HQ9Hu3UiGgRGHStLh91OwfTtOw8AbxfE1TevxzNX19TLXXZdNTo5BbW2QK6/8gNmzQ5/Z7QY/+5kPSYLCQp077pBwOkP//623+tmwYT6Kkkl29gdAazJ0SYKrr55BdfXJgMohh1zd8tmhh7aag3WTYOL1YMhQPxbqxoKkQ81EOP99H3v2Pdh6bRwO+vfvz4gReUy8pLUCtuziAOuuLdXVMjU1Enl5ofMOHNj9/aRJEpVpKIIQWYrD7ywWtk6aRMPChQkqVcdUyDJXRzmed7OiMCsvj/tPO425ixaxw0RWIYT6/LOzs5NdjJQn6WKYjD7Dnrpli4qKop4ktytmBoM8/tZb2HSdPlYrF2ZmtoYjxoD+msZbmzZR9MADjJNlTnC5aIhQ4HRd77EYAmiaRE1N6Le8+66VKVP8uFwGX31lZdw4Fas1LGCtv1dRgrz11mt8++0WVNXLDTdYOPxwFUUBvx8eeugjduz4HJvNxn332ejfPyRgNTUKBQXNwSqD4fubIGMXuDaAvwC+vRXufyCTPfva3+4+n4+NGzdSUaFz0QWgNHthv47gsQiFsbePIBWkL7sdDjYdcQQ7Xk/enJ2dUVdXR2lpabKLkfKYQgwTPbSip+fLz8+nsbExZuW4yO/H1tyiPjUYpMwwKI9hzXp6MEhRsxV8iK5zjKryZoT9VT11r3bE1q0Wrrgih5wcnaoqmUmTgpx5po+aGpm339a59lqJ3FyDf/3LwcqV4ahaiYcectGnj87o0SpbtyrNkbChYIc773QyZ46M2y2xbJmNE0+UkWWDwYNVpk3TUPuAtz/83+dW/n5O18kA3G6Zlxc6OOeckMVaPFElK0vH7e64MTBokNqSzk7TJJ59NjHDSMxMuo8h7E3DMN7s27cPR4RRsYLOMYUYpoplmJ2dTXl5eczKsUFROLX5t3tdLq679160GAZXDPj2W2hOnKwCm6N4oHtrGe6P1yvh9YbcS19+aePLL1t/52WX5SLLBrp+oPjW1sp88smB16ShQeaVV1rDOF97LbR8222hxoqaFXot/b3zgO92hMNhtFh4+fkwfXrggAAaCCXePuEEP87mwyqKgd8vTMN0nKuxLWYWw6qqKqwpOK7PbCRdDCGxfYa9mcIpMzOTvXv3xqwsDzkcFA0ezKF9+nDFd9+x/q67YnbsMBfm5XHZqFHc/e23rI2i4z+WlmEkdCSEPeHLL20cfniosbN5s8KePZFVYuvWWTn9dH/L8JkrrvBSXKzzr385W4ZWWK06d9zRxLhxrY0pvz+y9G7pTrpbhorJ+gnbUlFRYWqxThWSKIYGl17qZejQefziFwEef9yCpsW38u1tSii73U5FcxLaWKBKEq8MGULd8cezfv36mB23LQudTkaefz5LoxzUH+8o13ixdKmdkpLJTJxYxp13vhuxyH71lZW7785i7twmcnJC98iPf+zn9NP9bNqk0KePRm4utK0TN21S+OtfM9i717wVZSKIxRyhZsfMYhOOY8jPz6e6ujrJpUldkvYPT54c5KST/FitNRx5pJsZM+IXTh3G0suQaEVRYuomhd4lDY+EnrqEexNNmmzKy4uoqZmMzxedmH/3nZW1a1vvkfDPHzZMIz+/vRACvP++nQ0bTOFcSTrpbhnKsmzq36hpGn379k12MVKapD3J+9eziah3eyOG+fn5QCiMOZbEe9B9T1vswWAwJS3D3vKHP2Syc6ePgQM1pk490H0fDMLKlVY2b7awZMnBNXi+K8wsFLGgtw3peOP3++nbty/r4pTW8WAgaf9wQ8NY6usVLJbPWb1a4qOP4l+x9MbS6devX1yiXtNl0L2Z6E3F7PNJvPxyKDrmzDO9TJigsnatQlmZTn5+KDHAV1+JYIX9SXc3qdmfBa/X29JgF/SMpIihzWbj3HN/weLFa3n55fj0lXVEbyKuiouLD5jzLxZM2bOHSe+9x1BNY3McOul/5fNx4uOPU+X381gUsxakshjGioULnSR5jLjAJJg5gAbA7XaTm5ub7GKkNEkRw4svvhi/38/LL7+c0PP2JoCmoKAgZpP6hvlpIMB9a9bAmjUsURROHTaMRru9JZ9i23yL4dyKnc1nt38+RlmWGb9vH3csWwbr13MnsEmSeCvCoRup7iZN5bKnIuluGSqKYlpXsCwblJR8QFFRgOXLVX74wdwuXbOS8Ks2depUBgwYwGOPPZboU/fKTZqbm0t9fX33O0bBEW3crn00jRtPPZXKoUO7zMjfWTb+ttvC64esWtXufEVRVFipbBmatdJKZ9JdDM0cTPaTn/gYN+5zAO66C664IqfThBGCzkmoGGZnZ3Pqqafy4YcfxnS8XqT0phM8KyuLnTt3xrA0oWz+vwwEsBoGP8gy1/zlLzTFUICchsFrisIUTWOt1crCKAb0xzvKVZA+pGqjKRrM7CYtKWltiGRkQG6ugdudxAKlKAltPlx++eXs27eP999/P5GnbaE3blKn00lVVVVMy7PcauX8sWN597LLON7liqkQAngliRNdLv72yCOcUlIScV5SSG03qbAME8/BYBma9b5assROOGXyF19YKS8XVmFPSNhVO+WUU8jJyeHPf/5zok55AL1xddhsNnbv3h3D0oTYbLezbeLEqIQqKiQJX1YWcpRWcaIz0AhSm4NBDM3KDz+Ecv9u2/ZbHnggE8MQz21PSMg/XFZWxvTp03n11VdjOutDtPTUMrRYLEiSFNPsM2ES5Y6M1kWc6HyxAoGZkSTJtJYhhJLNBwKlQgh7QdzFUJZlLrnkEjZt2sTXX38d79N1SU8jwsrKyjAMIyXHGULIbRitGCZ6JpFYI6zaxJLufcxm7jMUxIa4BdBkZOgceqjKYYediizLvPDCC/E6VcT09IYuKyuL2+zbiapEonXzpKqbND9f52c/+y+FhR8wZ06QxYvF1DbxRFEMrNa9WCzmtZpigZn7DAWxIS6Woc1m8PvfNzJ3bhPHHPMyq1Y9boo+hZ66SQsLC/F6vXEoEWRm+snIWEdWVnyuz/DhKkVFi5g6NbphIanqJv35z72UltZgtTZw6aVecnOTf9+lK06nwYMPNjJkyJ3ce285OTnpe62FZZj+xMUyLC3VGDAg9GBIksHAgeVAZjxOFRU9dZPGelLfMKWlGnfdtYXMzCdZsEDmpptcNDR03z6xWCzIstzuPTwQP7ysKAp5eRq33LIWm+0DzjsP9u7NYPnyyLLQpLqbFMAwQi9BfJg8OciQISHPRlmWxsLj63ni1Qze1g+8x/ppGiU//IDdMPCnoMdBWIbpT1zEsLJSYd8+iYKC0M3TdiaAZNJTMczJyaGysjLm5ZkyJUhmZqjRUFioc999Z9LYOKlL92R3HfltB+BnZGzAZlvT8tnAgZG7ZFNVDP/5TyejRrkoLNR47rkA9fXmjQJMdVrmitRg4vXg2gQv4mFehs7T9tZJlY8MBnnF7ca5YAFvKgqnuFwEU0wQzRxNKogNcVEpn0/ittuyufXWqVRUKCxb9lk8ThM1PRXDWE/qG2bz5lbXi6pKPP/8MsrLP0bXdVRVRdO0luW275Fitxvcf7/CoEEaHg8dzhjfGanaZ1hbK7No0dHMmDGDJUt+l+zipDUbNljYu1eiVDFwbWrdfvmQgZRcfjWapqFpGrNefhnn56EMKYdrGiM1jTUmnwVif4RlmP7E7Y6srpbZsGF8cxSjecSwJ9jt9rhYhqtXW7nvvixGjlRZtcrK99/XxPT4fr/Erbe6GDZMpaJCobY2utZtOAo11azEVBTxVOXee108/GADDYdA9obQtqe37uT5e+9tcdfXNjUxoXn/WkliVwpaWUIM05+4Ns/q6uoYNGhQPE8RFYqi9CiQx2KxsGvXrjiUCFatsrJqVfymBAoEJNat6/nxU1EMQWShSRQ7dyqcd34us47wc1SWysdbbCzBBm2ir58yDOozMrjkyCP59YoV1KagGIoAmvQnrndlTU0NTqez+x0TRE/cpOFpUerq6mJfoBTAFkU+U8HBiaZJLPnMwV1bskJCuD+SxD/sdlb+7GesSzH3aBizD7oX9J64iuHevXtNVZn2RAzjNalvqiBaxAKBcJPGixxdp9gEw+4gzmJYWVnZq5kiYk1PbuhBg/qgqrVxKpG56UnmGoEgHRFiGHtODARYX1/Puvp6bo/TOO5oiKsYVldXA+BwmCMLSLR9hqee6uOXv3yTcePu5sgj45OBxrwYKEo9DoewDAUCMbQi9szVNMLKcL3PhyXJjY24/sO6rqPrOn379o3naSImWjfpz3/uRZJAljXOPDP5LZdEIcsG8+a5GT78Vn77200UFaVW3kkRTSqINcIy7DmKYjRnJwpdv+HDh3P99deTPXZsyz6VkoSa5Oc27j4wVVXp27cv27dvj/epuiXaTvB9++SWTDr79h08LcORI1UmTQr1k+blBTnhBJm//z0jyaUSCDrmuGCQMl3nDauVujhZcEIMu8fhMDCM0JCuMPn5Ovfc00hxsc7WrYXU1NxIZmY227Zt47z6ei632cg1DB4xQaBl3MXQ5/NRUFAQ79NERLRu0gcfzOLss72MH384f/jD2jiWzFzU1cloGoRjZ6qrD56GgCC1uNTn46Hm/qZfyTI/ys5Gi7GF0UfXuXLFCvqtWsUHqsrKGPSjF+g6JweDbJJlPrH2fmjVUcEgI5cvJ1/XqU6CS3f2bD+XX+5B1+GJJzL54Ycyhg8fzpw5FRQXfwXA4MF72bbtfyxYsAqfzwfAjZnJT9MZJu5i6PF46NOnT7xPExHRukkrKhQeeyyLBx64kLq6W+NYMnOxe7fCo49mcsUVg/nss30sXuxLdpGiQrhJDx5mtIn0HqXrPHbzzTTl5WEYxgEvXdcxDKMls5Ou6y1Zctq+VFVt9/rF0qVM27gRgEVWK5edfjqB5indwpmi2n4vvB4MBtttU1WVYDCIJRBgyZ49DGqesebSzExe60XU/c/8fp7xeOCll3hPUZhTXIxmt2Oz2bBarVitViwWS8uy1WpFURRsNhuKomCxWFpebdfDSRPCOZDD6+Hltu+TJ9+HooQa0Ndck8HWrTfg9/txOt8HQmKoafDGG8vx+cwZhxB3MWxsbCQnJyfep4kIWZZNMXtGKvDZZzZOOeUqFi9+Fl3fluziRI1waR0cvG+1cnLzDCtrLBbu/OMfsTgc2Gw27HY79v1EwWazdSoSbUXB6XS2CEHfNvdSZjDIlIkTUR0OZFlGkqQDXsABy23f83btYtC997Yc86bx4znioot6fA2Oef55WLECgCGaxr0XX0xt8xysQLsGAdDSKGjbQAg3DvZ/hRsO4Xe/339Aw0HTNA45xEZeXhMA27e7ue2225p/s8HZZzsYMkTlf/+zsXOnOYUQEiCGdXV1DB06NN6niQjh948e0XgQmJm/2e1slWWuO+MMLvz3v2lsaoKmppie41NV5Z+SRK5hcL/DwcOPPNKr4zkNg0myzJDmZ+vh1at57daee57OCAR4tnl5syxz3ZNP4kuwd+SzzzTOP9+KpsGLL7a6fQ1D4p//TH5/YCTEXQxramoY2yZqKJn0NB3bwYokSSl5vYSb9OBiudXKSdOn0/jmm3E5/kqLhRE5OdiBphjcW15J4gSXi5ODQWZdeSWvPfdcr473qs1GpSQxVNd5x2pNuBBCqEvpoYeyEn7eWBJ3MdyzZ49pstCkauWeTIQlLRCAKknEMg9VtSzzot3O6BEjYnK8T6xWPonJkQ5e4h52VFFRYZqUXj2dwulgRjQeBALBwUDcxbC2NpTKLCMj+ePURABN5JTpOiM++4xhvtSKJBUIBIKekJDEk7quU1xczJYtWxJxuk6JVgwlw+BYVaXkhx/iWKqe0bevxkUXeZFlePFFJ+XlsbO+i3WdZQ0NFLz4IkdJEidnZbEqhXKUyrKOohw8GYMEAkHvSUgNFwwGKSoqSjkxfMLj4bxAABYs4FaHgwdMkCUBoLBQ45Zb3AwaFPotw4a5WLr05y1h4uGQ8PC4oLYvWZbbjQ+SJOmAEPHB33xDwZ//DIDNMDgmGEwZMRw2TOWSC9/ElvEa115p5R+vZIikAQKBoFsSUsOZJQuNLMsEm8ckRcLpbSYoPT0QMIUYTp0a4IYbmmirTZmZAUpKStqN/QkGg/h8vpbl8Pv+r0AgQDAYxO/3EwgE8Pv95Dc1MU2SyDYMVOCTFBHC2bN9XPMTL1qzR37GcUGOPrqe95bZeOUVJ/X1QhQFAkHHJKSWa2pqMkUWmmgtwy8sFo5pznDxpUkE4bjj/O2EUFXhT3/S+eijx2J2jnJgtsvFY3Pm8Ninn7IixuO2Yo/B9dc3cdRRQbK/hNqS0FbFA44aOPHEAJMnB5g7Nwe3WwiiQCA4kITUDG63m+zs7EScqkuiHVpxQVYWdzmd3OR0cr0JAoAGD1YZPrw1wHvvXjj//Bw++sge83NtUhS+O/ZYvjbJsJiuOOEEP0cfHUSSwL4HSt6GvJUwYgEECkP7FBbC3LlNhDPnCwQCQVsSIoa1tbVkmiAha7SWoVuS+IPDwV8dDoImGMh94YVesprHtWoazJ/vwu+P719o9qEosmzwi1+0BstUngx7kfjv0zbeOEpBb9NOmDBBZfToWI4WEwgE6UJCfH/V1dU4TdDflupDK9p2d/r9oawP8cbs1ysnR6et0V5XB5e9mIOqSvAkXBF0c/zxrRdu1CiVdet6P0uAQCBILxIihnv27MEag2lKeossy2ia+SaqPfNML2PHqnzxhZW333Z0ut+//+TgZ31VHEGdOwwFw4i/tWp2MRw+XKOt0b56tTUkhM28846jnRgOGGC+/18gECSfhIihWbLQmDEd2/TpAc45JzSwfdw4ldLSo9i9uxg40EV5w4cfMvCT3QDcJcu8mtO5cMYKs12v/dm5U8YwaBHEIUPai92ECe2jhw+mSZoFAkHkJEQMGxoaAMjKysLtdifilB1iRjdpdnb78gwbVkBe3oGJzSVJomTZspb1Ql2nnQrECbNdr/2pqlLQNFoibPv105k3r4HNr1roM1LnmHPai+GmTeaIChYIBOYiYTWDruuUlJSwsXmSzGQgSZLp3KTLl9uZPVtlyJAg331n4Z573iUYXNzhvl8Gg/zdYsGiafzO4Yi7EKYCui7xzjt2TjvN37Jt0iSNSZMO/J/Ly2W+/DL57nqBQGA+EuYzCgQCFBUVJep0HWJGy9DjkbjrriI2bnyMu+5yEQx2LnBLrVbuvPJK7rvxRv7kiL+LFMxvGQL8859OduzoumGgqrBgQWaX11cgEBy8JEwMfT4f+fn5iTpdh5jRMoSwSEcWbavb7XgTmAAgFcQwEJC4/fYcVq7s+Lps3y5z++0utm0TLlKBQNAxCasdzJCFxqxiGA2JnqA4FcQQQhb2gw+6GDRIZfqEAGeOzad+r8wz39aw4gsbui4sQoFA0DkJE8PGxkZcLleiTtchZnSTRouiKATa5EyNJ6k4Y/y2bRa2bbPQ75Br2FC1gU9X/jvZRRIIBClAwtykZslCk+qWYaLHSqZq4yEVhTw1MXeGIoEgUhJmGVZXV+NIUNBHZ5h10L0sR94mSdRviKZMZsXsqeRShVmz/Jxyio+iIp2qKpkFC7KoqJC57rompk0LUlsr8emnNl55xYHHk/r3jeDgJGFiuGfPHmxJTvpsxkH30aIoSsIEPZXFRJKklC6/OTC48cYmpk9vHas5aJDOTTe52LBhBEcdFRr3WlBg8OMf+zniiCBz52bj9QqrXJB6JKwZV1FRkXRrQ5IkVDW1EzULyzByUr3hk2wmTFDbCWGYYFCjttZ3wPbiYp2rrkpeUg2BoDckzDIMZ57Jzs5uyUiTaMwaTSrcpLFH9Bn2nlmz/O3WNQ22blVYsMBDVdX3qKqDk07ykZvbus+UKSp5eTo1Nal9/wjMSZZh8IDHwxBN408OB2/G0NuY0DtW0zRKSkoSecp2pIObVJblhFi3qS6GICzD3jJlSqtV6HbDuefmcPPN2VRVhfIML1rk5OKL+7B+fWveYYsFJk8+0JoUCGLBTV4v5wYCTNU0nmlqoiiGz3hCa7xgMJj0LDRmdJNGY8UIyzAyRJ9h76mubr0H1q+3EAx2fE+89JKT8KU2DHA6RSNEEFssFgtz5sxh5oQJLdtshCzFmJ0jZkeKAK/Xm9QsNGZ1k0ZDOvR7Jgohhr3D4dDbLHd+LX0+qSVNriRBaakQQ0FsGDp0KCeccAL9+vUjEAjwD7+fX69aRZmm8YzdzpYYzoaUUDFMdhaadHGTCsuwe0SfYe9pOxKqf3+d0JjCA69rZaVCba1Enz4hwfz+e5H2TtBzHA4Hxx9/PIceeih2u53y8nL+9re/sWHDBgCeyc7GZhgEYvyMJ/SubWhoILdtb3uCMatVFW0AjegzjIxUb/gkm88+szFzZijbUW6uwUkn+fjPfw7MoevxSNx+u4u5cyexbNlm/vthQ0eaCeL/EOzHT37iY8yYIJ9/bmPHjgkcd9xxlJaW4vV6+fLLL1m6dGmHGbdiLYSQYDGsra2lrKwskac8ADOKYTQIMYwM0WfYezZssLSIIcAll/g4/XQ/v/2ti4qK9u6pq7b6uejy/3KaLJOjqtRIEudmZfGNxUI/TeMtt5v+V12FxWrlxhhmoso0DH7r9XLcU0/x72CQz6zxmaLrR8EghYbBO1YrvhhUxLm6zvHBIEVbtsSgdObEYjFQ1c6v1dFH65x/vheAww5T2b59Ghs2BHnmmWfYunVroorZQkLFcN++fUnNQpMObtJEWbfp4GYUYtg7PvzQxuzZfoYNC7nlJSk0wP6GGwr59NMZLde3pK6Oa15/HWiedBooNgyeKS7mXxdcwNkvvsjA5uFUFwcC/MNu5zuHA4vFgizLWCwWrFYrFosFRVFQFAWLxdKy3nb7/q9fffcdJ2/eDKtXs9Bi4dKZM2lqfs5VVUXXdTRNa/cKb1dVtd228Hr4s/DrCp+P33tDlfanFgun9DLHssMwWNzYyAhdx3joIX6ckRHTIQLJJi9P5+67G+nXT2fZMhtPP53NsGHDGTp0KGVlZeTl5ZGVlUV+/n+BV1q+99prz/K//yXPxZ7QM+/ZswdrnFpukZLqlqEkSQSD8Q9dF5ahQFUlHnssk0ceacDZxjtaVxdk9+7dLeuax4MG7B/KUKtp7Ny5E3t1dbvtN114ITvGjj3gfG3/L8MwWtbbvu//GtHGsspQVY457DA8ublIknTAC+j2fX8kSeLkRx+F5v6q6apKtq7T0IvnY4imMaK50SAZBreNH8+0Cy/scN/O7uGOtu+/bf/rGelyd+/h5c4+79//P5SWLgdg5swAQ4ZcTFPTQDweDzU1Naxbt46tW7dSUbGBefNkBg7U+f57hZUrYxcM0xMSKoaVlZVJrWTToc/QrL/BjKS6F8AMVFQozJ2bzamn+hg9WmXXLoU//amepqaV7fa7LiODy/x+6iUJp65TpSjMra6mauFCbD4fTzbvVytJXP6Pf+COkefhHVVloSSRaxg8Y7dz6xNPxOS4bdnn83F78/I3ikJDL8u+XVHYIcsMaL4///j997x+333Isowsy0iS1LIMtNve9rPwcvg9vG/bdUVROv1s/2N29lnbV2fb237XYmmitDT0W3UdnnzyebZs6bjOmjs3G5fLoL5eouOO5sSRUDH0eDwA9OnTh9ra2kSeuoVUryATJYayLKe0ZZUObl6zUFmp8OyzXffzvWS385Ld3vFnDgd9xo/n2LIyfv3BBzETQoBVFgujc3LIMgz2xamh/YjDQc7UqQxzubhs+XLoZfmbJIk5LhdPz57N4i1b+Pu2baGsBmnCf/5jcPHFdgYNUnn/fXunQgig61KzECafhDtow1lokiGGZraqIhUe4SaNnFRv+KQTa0pKyDv6aCqWLYv5sX2SFJOglq74avBgGoYNo/F//4vJ8SplmdUzZrCqoQG2bYvJMc2Cqko880xGsosRNQmv8QKBQFKz0JhRDKN1kwox7B7RZ2guLBZLSjdOFEUR91Oak/Aaz+v1JnXgfapnoIHECHo6uBlTufJNNywWS0qLiWhcpT8JF0O3251UMTSjZRgNibIM00EMReVlHlLdMkz1PnRB9yRcDBsaGnD1cpxObxBiGBnp4CYVmAdFUVJaDIVlmP4kvMarq6smO1sjlOcw8ZhRDKMVnkS5SVP74dfSwiWeLqS6GArLMP1JaDRpbq7OT37yb/LyPMyfb+Gee7K6TNcTS8LjY1L5gQwjLMOuufhiD+PGzaV/fwcV2yzsqLJgaa7I1BhYjJmGQRADmwvc7uSPj0oFUt1Nmi51h6BzElrjzZrlJy8vNNZw3DiVCRMSNwloOrXsOkpcG2tS1c1YVqZxyil+JMmgTx8vL5/cyLsNDeyoq2N7XR2n9vLaXe3zscVbx9u/q+fFF+t55JFGMjJEJdkdqS6G6VR/CDomoZZhTU2r9hqGxMSJs1i1KjbjdrrDYjHvtDLRCE8iB92nIj6fhKqGZlwHsDTClDbu0v9nszHq5ptb1ru79m0/l3SdG+bNY99McI8LbRsyRONHPwqweHHycu6mAoqipLTbOvW7DQTdkVCFWLbMRkGBzogRKjt2DGHEiOO5/fajefbZZ9m7d29cz21mMYyUcHh6Krew4011tcwTT2RyyYkeRuwwGPj39rPw1ShKy7xoYbrL89h2udFmw1bja7dvXV1qNhwSiegzFJidBCuExMKF4Yy/e7HZ7uHSSy/l+uuvZ/ny5SxevDhuZzazGEZqGSbyN6Tyw//xxzZW/s/KEzYbuaUuni8v5whVRQduDwTY8u9/9/jYO61WblujEvijjnLeEP79bhUrVpj33jILqS6GwjJMf5LapA0EAvzxj3/kjTfe4Oijj+amm26K2+S/ipLcjOixwJbAaV5S1U0aJihJPDJgAG/MncsjTidnuVyc7XKxpZf3wbcWC2e7XFzwfg47Km/kzTezYlTi9CbV3aSp3DgURIYparzPP/+c++67j2AwyM0338yPfvSjmJ/DzBkwIrUMEzn9VaoG0AjMSaqLoYgmTX9MIYYQmtHi8ccfZ8mSJcyZM4drr72WjIzYJXs1s2UYjZs0UYKe6pZhPJEkg6uuamLo0Jv4zW9qsVjM2cgyE7Isp7QYCssw/TFdjffRRx/x8MMPY7PZuP3227mlrIxXGxu5y+NB7sXNOGaMl7y8JZSUpO4DmUg3KYh0Zp1x+OFBZs8OYLE0MnWqj2OOif9Ql1Qn1cVQ9BmmP6bs+a+treXhhx/mkmnTeHDtWmTDYKaqkjN6NO8MGYKmaaiqiqZp6Lreshx+hddVVUVVVcaMqePKK7cAW3jgAYnf/Cab+nrztAOicZMm6oE0syUdKQUFXlyur8jL0phao1Ety6zsZRCSyzA4ZrdKwXJQfNAwMjSBqaBrhJu0Y4Tr1TyYUgzDbFi+vJ01OCovj9rp0w+YbRnocD38Xlj4KlAOgMtl0L+/ZioxhMissESKYapzyCEqN9ywDqt1Lc8+CEddBtZGuM3p5M+Ono0JtBgGbzU2Mn6NBmtC24JW2JupiCQ03SAsQ4HZMaUYSobBFX4/4202dg8dSunmzWyVZX715ZeUf/VV1McbPTrIb38LVitUVcls2WIuqydSyzCRc6qlep/h4YcHsFpD10oqgcZDIG8V/KasjEE33tijY7r27mX8nXe222YNwtF+lTUOUz5KpkGWZVPmBY4U0WeY/pjyCf6138/vvF7wevH6fBzqcrFTUdB7GOG4bp2VG2/Mpn9/jTVrLHg85qrozRpNmsoP/4YNFsAPgOSGzG2h7a/v28eChx5q99s6clV1tM1mGExVFIa0sXCCwAoTj2E1C6luGYJwaaY7pnyKD2nz0Dj9fjLs9h4LYZidOxV27jSXRRgtVqs1YQ9kqluGX3xh43e/kxgyRGX9CguzPBr7MiReBoza2h4fd05WFj8NBDCA0045hd//9798lYDE6alOqouhLMtCDNMcU4rhP+x2TgsEyAI+slj4IcUr5u4wq5s0lS1DgG++sfLNNyFrer0jNlb1PlnmmeY+xyGzZrF6xQoQYtgtqe4mTXVPiaB7TCmGKy0WJufkUKLrfKcoaGIAOGDuxAECQVekumUoxDD9MaUYAuyRZfakuUUYxoxDK1LdTSowF4mabSVeiAw06Y+o8VKIRCY7Fi1hQSyRZTkhk1LHi3iIoUh5aC6EGJoAM6ZjEw9qZAgLOjLSoc9QWIbpjXiSU4hEzhYuKnlBLEl1N2k6BJQJukbUeCmEcJMKUpVUF0MQ4wzTHSGGJiBSKyzVJ0gVHLxIkpTyfYaicZhYjlBVTgsEcCboups2mvRgI5IHTbhJBamKBCkvhqIhmjh+4ffzhMcDwEpF4SSXCyPOcQxCDFMI4SY1H6LR0DWSYfCUx8NZ11zDDKeTH1ut1KbgNYv185BlGAxas4YBbjfRZ1tOTUaOVJkzx0dVlcLChQ5UNSRusixTWlrK4MGDKS0tpbCwkAsXLYL16wGYomkUGQZVQgwFYRIphiJgQBALjlJVzg6E5nsc4/Hw7IwZfHjUUei63uG0a22Xg8Fgy3p4ORAItEzNFgwGCQaDBAIBgsEgqqri9/tRVZVAIBCzZ+Vyn48b7riDWoeDjbLM+l5Ob2Y3DP7T2MjYZ55hjiTRkJnJhz3MOyzLckuDLLy8/zq0TsnW0T6SJLWbCajttrbfaTszUEf7dLQe3uZ0BvnVrz7AZtOAIIcdNpmamh+TkZHREiXv9/tpbGykurqalTYbQ5t/4w+yzL4ERLcLMTQB0fQZJiKLx3BN46klSyh86y3GAUeqKrtlmXOzstiYgHkO+/fXuPbaJjIyDJ5/3skXXyR2UmNB7GjcrxKr03W8Xi+KoqAoClartaWyVRSlXWW9/6ttZbz/C7ofDhRu3BmG0eFL13V0XW+3bPF4uP6ee5ANgyK3m3lWK7/IyurVNTlE0xjb/BxbDIN7Jk7kuF/8IqpjhH9rTxusnX2vo+37b+tqvbNlm60Sm21Jy7rdXsOaNWvYuXMnmzdvxu12tzvm34D3MzMp1XVettkSkoVMiKEJ6NvXQ3b2KrKydNzuzoVx1K5dWO32uJfnZq+Xkub+ndnN24bqOs/168eis87q8Ibv7CHo7LOuHqDJk/9FQUEDANdd18R551kx64SBYjxm13xjsTDP6eSsQICvFYVb1qwh+N13CTm3xWLBYrFgs9mwWq0t71artWW7xWJpWd9/WVEUnIaBKsvYmsWrKQb/9zZZZo8kUdR837/4ww8seuSRA4Q4bNl2tJx6/ZcGN95oZfr0IE1NEk8+uZONGyu6/MYbtsQ2goUYJpmxY4Ncc80aFGU1Dz0kM3duNl7vgQ/c/R4Pl7/6KgBeu507MzLiVqa2D7xBqww1GAb79u1rJwD7L3e3Htl32pdHkkB4bFOXpx0Onu7hhMq9IexO9fl8vTpOncPBrT4fVZLEXU5nr8vVIMuc6HLx00CAjYrCm8EgVFf3+rjmRuKRRzLp21ensVHG4zFfI1KIYZI5/PAgihKq6YuLde6//xK83uEH7Hf+TTeBPzQ/308CgbiK4T1OJ6MKChggSSzct48ZqsouWeba3bvZ99JLcTtvmMWLNe6+Ow+HQ+OJJ1QMw3wPjuDg4T2bjfdibKVsVRQWxEBYUwuJqirzTqMnxDDJrFtn4dRTQyLX2CizYMEi3O7Wzu4wQ3Sd45qXP4/zZLLVssyCo4/m8MMP57777ovruTpixw6F9947i7KyMlaufDTh5xcIBAcfQgyTzMqVoUloBw7UWLnSSmVlQ4f7rfhNgEENgARvViuwOL7lMkNfWCpEs4qhFQJBeiDE0AS0nYS2IyTJYPqsIOXNHobpm4K8sTi+LhYxzrBrRo0KUli4iEMPdfP++8kujUAg6C2iWZsCGIbE1q2tvvZduxLjd0+mGJrBMu2MsjKNu+92k5f3PlddVclhh6VuZhWBQBBCiGGK8MgjGXg8IUN+8uQA/frFd7zhmL17OeSbbyjQdX4aCDAxwUmWc3P3kZ29nVA8q7no10+j7RjpwYNTOwG1QCAQbtKUYeBAnYyMUKWblQVXHu5l3q7eDf7tjF/5fMxr9v3NAjIBDfhlZiZvJ2Dsz8kn+zj++IUAXHmljaefzoz7OaNh7VoL1RUS+SUGPrfEihUiKYBAkOoIMUwRdu1SUANgaa53z1wf5H+BAIvjIE4ntkmoHJYhBZg3bhxHXnRRt9/viXu17XcGD/49sAuAmTMDPP10BmYadJ9XbzDrVwbGcHBuNxgc1Cm3mjdkXCAQdI8QwxShokLh/TscXDrJR/Z6KPgMhjjjk4XiE4uFY5rdogEgLLd//eEHFj34YLv+vLbRlN0ttx10v/9y2/Wzz/ZyxBGh727bpmAmIQQYp2nkNgHfhNanOFQ+7mFuSYFAYA6krlrxeXl55uuwOYhxGQbvNDYyVtPYIcvMcbmojFNo/+mBAEW6znKrlWODQTbLcswHHneG1Wpw8sl+HA6D//zHTkODubq2C3Wd/zY0UGwYeICTXC5Wx3nsp0Ag6D01NTWdtqyFGKYYNsNgkK6zU5bxmjjiMt0p0nWmqyqrFYUtCUheLhAIeo8QQ4FAIBAc9HQlhubyPwkEAoFAkASEGAoEAoHgoEeIoUAgEAgOeoQYCgQCgeCgR4ihQCAQCA56uowmFQgEAoHgYEBYhgKBQCA46BFiKBAIBIKDHiGGAoFAIDjoEWIoEAgEgoMeIYYCgUAgOOgRYigQCASCg57/Dx03t63/CojcAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# turn off strict mode and see what nodes we'd remove\n",
    "nc = ['r' if ox.simplification._is_endpoint(G, node, strict=False) else 'y' for node in G.nodes()]\n",
    "fig, ax = ox.plot_graph(G, node_color=nc)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# simplify network with strict mode turned off\n",
    "G3 = ox.simplify_graph(G.copy(), strict=False)\n",
    "fig, ax = ox.plot_graph(G3, node_color='r')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3. Cleaning up the periphery of the network\n",
    "\n",
    "This is related to simplification. OSMnx by default (with clean_periphery parameter equal to True) buffers the area you request by 0.5km, and then retrieves the street network within this larger, buffered area. Then it simplifies the topology so that nodes represent intersections of streets (rather than including all the interstitial OSM nodes). Then it calculates the (undirected) degree of each node in this larger network. Next it truncates this network by the actual area you requested (either by bounding box, or by polygon). Finally it saves a dictionary of node degree values as a graph attribute.\n",
    "\n",
    "This has two primary benefits. First, it cleans up stray false edges around the periphery. If clean_periphery=False, peripheral non-intersection nodes within the requested area appear to be cul-de-sacs, as the rest of the edge leading to an intersection outside the area is ignored. If clean_periphery=True, the larger graph is first created, allowing simplification of such edges to their true intersections, allowing their entirety to be pruned after truncating down to the actual requested area. Second, it gives accurate node degrees by both a) counting node neighbors even if they fall outside the retained network (so you don't claim a degree-4 node is degree-2 because only 2 of its neighbors lie within the area), and b) not counting all those stray false edges' terminus nodes as cul-de-sacs that otherwise grossly inflate the count of nodes with degree=1, even though these nodes are really just interstitial nodes in the middle of a chopped-off street segment between intersections.\n",
    "\n",
    "See two examples below."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "# get some bbox\n",
    "bbox = ox.utils_geo.bbox_from_point((45.518698, -122.679964), dist=300)\n",
    "north, south, east, west = bbox"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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fRCJBSkoKGIZBVlaWx1Uebr31VsTHx+Ozzz6b97U8sux5I8bHx8GyLFiWRWRkJBiGwY9+9CN0d3fPuElm+npqSIS7vsWLF6Onp0c0iQ+4NDj1xIkTs/5cV1cX9u7di/3799snm6xevdo7C26GKJVKLF68GN988w3pUHhDrVajsrJyVqJ2m82G2tpa1NbWwtfX1z7aa/PmzR4xhV6n02EfD1pHj01+jnR2dmLPnj3Yt28fMjMzwTAM1qxZg5KSEhgMBjQ2Nl71c1/4+OCBRYuQXF+PryYmROmzR1GUIEbJ8EVERAQiIiJQXl4+52tYrVaUl5ejvLz8W7PguApEX1+fE6P2DDQazawTgbuj1+vn9aIfGxuDwWCAwWC4Ygp9f3+/3bVo1MGYXehERUUhODiYl/4CUSQ/DqvVCovFAovFgqCgIOh0OnznO9+BzWaDyWRCQUHBFS8lHz8/lDz5JH7w29/OepSGJ8CtxL/66ivSofAGwzAwmUxOKx8NDQ3h5MmTOHnyJOLj40HTNJ5//nk0Nzd7Z8FNg2EYXlb8QiEmJgYBAQFO66Du6urCvn37cODAAbvB9sqVK2dtsE0SiqJQUFDAS5wee+Y3G5KSkqDT6aBSqdDW1gaTyYSHT5/G98bG0LpwIZYNDaFPhI4LN998M1JSUvDxxx+TDoUXpFIpfvGLX+Dtt992acOKXC63G2zHxMTYba6yGxrwxNgYqqVS/I9SiXERldljYmLw6KOP4je/+Y3gX9DOYv369RgeHnapSby/v7/dtSggIMCulxaiN69EIsEvfvELvPPOO04r24ryzG82NDQ0oKGhAbt370ZmZibuX7gQj10uvSxqbcWPlEr8zs+PcJT8Q9M0Dhw4QDoM3li8eDF6e3td3qk5OTkJs9kMs9lsN9h+esMGPP2b30A+NYUVAPolEvxOqXRpHEKCpmkYjUbRJD65XA6NRoPXXnvNpfcZHh7GmTNncObMGcTExICmaTz77LPo6OgAy7IoLi4WjGvRokWLMDAwwNt5pTf5OTA5OYmSkhLICwvxvMPXb73nHqwMCYHJZHLrg+TZEBkZiZCQEFRVVZEOhTf0ej3vvqW9vb04ePAgWvftw48dyp93pKbi68vaSk9PCDKZDFqtFm+88QbpUHgjJycHLS0tvLq3tLW1Yffu3dizZ4+992HdunUoKSkBy7LEDUL40PY54k1+V6FQLscH2dlY2tKCUyMj+L9VVchhGDzxxBMYGBiAyWSC2Wz2OH2NIzRNw2QyefyLlyMwMBCpqalOaa+eCxapFPsjInBfVxc6pFJ8GBaGlffcc0Wp6nqz4NyZrKwstLe3C7IU5yoYhoHBYCBy76mpKZSWlqK0tNTe+7B582ZIpVIYjUaYTCbeJ2n4+PggKysLeXl5vN3Tm/yuQcODD2L1F19c6gTt6kLT3r3Yt28fUlNTQdM0li9fjpqaGrAsi8rKSo/Q13BIJBLodDq88847pEPhDZ1Oh9LSUnKaPIkEeQ89hL+ZzThuNmO8tBQoLUVMTAwYhsGPf/zj686Cc2cYhvHYSSFXIzQ0FDExMXOaTO5sBgYGcPz4cRw/fhwJCQmgaRovvPACmpqaYDQaebNU40xJ+NxQeJPfVYiPj4dUKv2WBMJms6GmpgY1NTV2fc0999xzhb7GE5w90tLS0N/fL5oSL3DpBfz1118Tu39AQIB95+nY6NLW1oZdu3Zhz549yMrKgl6vx/r166+YBefOBAcHIzExEf/85z9Jh8IbDMPAbDYLrsu3qakJTU1NyMvL491SjaIo3o0NvMnvKtA0jYKCgut+j6O+JjIyEjRN46mnnkJvby+MRiPMZrPbOntwzQdiISEhAVKpFPX19cRi4KZmXOuZmZycRHFxMYqLixESEgKapvHwww9jdHQULMuisLDQLeU4FEUJqunC1XDepUKeUzgxMYHCwkIUFhbaLdUeeughl1mqhYSEICYmhvcpHt7kNw25XD7rURqdnZ3fcvZYtWqVffBrXV2d25yd+fn5ISMjAzt37iQdCm+QaHSZDkVRyM/Pn9H39vX14fDhwzhy5AhSU1PBMAyWL1+OqqoqGAwGVFdXu83zxjAMPv30U9Jh8EZ6ejoGBgZwwWF+n5C5ePEiDh06hMOHD9st1ZYuXepUSzWdTofi4mLed8Le5DeN3NxcNDc3z8mBY7qzh1arxbp16+Dj42N39hD6bC61Wo2qqiq33EXMBYVCAZVKhZdffplYDNzUjNra2ll9zrEM7+fnB41Gg/vuuw9btmwRtJ6LIzk5GVNTU6KajajX64k1uswHV1qqURSFzz//3MkR3xhv8puGXq/HmTNn5n2doaEhnDp1CqdOnUJcXBwYhsFzzz0n+KaFJUuWiMplQ6VSob6+/obTG1yJMzprR0dHce7cOZw7dw4LFy4EwzB49tln0d7eDoPBgJKSEsE9b2JrdAkICEBaWhq++OIL0qHMC2daqiUkJEAikRBZAHmTnwPh4eEumSDd0tKClpYW5OXlITs7GwzD2JsWjEYjmpubnXq/uRIbG+tUuyV3QK/X4+TJk8TuL5VKodVq8eabbzrtmhcuXLDrubKysux6Lm4KvRCeNx8fH+Tk5GDv3r2kQ+ENnU4Hi8Xitr0AV2O+lmok+wu8yc8BztfRVbXnyclJFBUVoaioyN608OCDD2JiYsI+FZykdpBbibvLedF8cYaJ9XxZvHgxuru7XTI1Y2pqCiUlJSgpKUFwcLD9eeMmnhQWFhJ73tRqNWpra0U1cFqv13vsxAqr1YrKykpUVlbaLdVWrVoFf3//a+pU5XI5VCoV/vSnPxGJ2Zv8LiOVSkHTNN5++21e7ufYtJCSkgKaprF06VLU1NTAaDTyPpuLs1uaTaOPu8N19ZJsOedKnq6mv78fR44cwdGjR+2NC8uWLUN1dbVdq8rnoodhGBw/fpy3+5GG6ygWw1ir6ZZqV9Op3j0ygvsDAnDx5EneBfUc3uR3mYyMDPT09PCu07vaQfLdd9+NTZs28aodnE+jjzsilUpBURRRIb+/vz/S09Px5Zdf8nbP6c+bRqPB0qVLsXnzZvsKvbu726UxREREIDw8nOiOm2+WLFkiqvNNDkedKnfks1Wlwndfew3SwUFMNTfjs6AgmOT8pyJv8ruMENrdr6cddPVU8CVLluD06dMuubYQSU9PR19fH1Ehv1qtRnl5ObF5a2NjYzh//jzOnz+P6OhoMAyDZ555xuWmx9xu15Ncka6Hj48PcnNziXYUk8bxyMdPKsX3Ln9dBmBNUhJKu7p4Pwv1Jj8AQUFBSElJwSeffEI6FDtX0w6uXr3aJdrBiIgIREZG8i4yJYkQWs6FNDWjvb0deXl52Lt3r930eO3atfYmGWd143HHC3/729+ccj13QK1Wo66ujmhHsZDYMTmJbX5+CB0dRYdCgS6GwS+0WlgsFhgMBt7MJrzJD5deQkVFRRgfHycdyre42lTw9evXQ6FQ2MtU8y1VurrRR2gEBARg0aJFRLRFHFFRUYKcmuFoehwcHAyKovDAAw9gamoKLMvCZDLNq0kmPT0dFy9eFJ113rFjx0iHIRhaZTK899OfwvzhhzjW24uLO3Yg4OBBUBSFTZs28Waw7U1+cB+XCcep4Jx28Pnnn0dLS4t9KvhstVzcStyZrfZCRwgt53xOrJ4r/f39OHr0KI4ePYrk5GTo9Xr89Kc/nZehuxCOF/gkMjISYWFhqKioIB2KYEhJSUG/QoEdfX3A5SHhQ0NDOHHiBE6cOIGEhAQwDIMXXngBjY2NYFkWZWVlTl+ciz75paamYnJy0u1cJhy1g9xU8A0bNsza8DgzMxNdXV0uabUXKqRbzt1xakZ9fT3q6+u/ZehuMpnAsuyMnh8h7Lj5hquqiOV8cybQNH3dBRBnsL17927k5ubilltuwcaNG2E2m8EaDHiyrg53TUzgoEKBX89j4LPok58Qzn7mg+NUcE47yJnQzkTLJUYTa5lMRrTlPD093W2nZjg2ZUVFRYGmaWzduhVdXV32JplrHR8IYcfNJzKZDBRFiaqqciN8fX2RnZ09Ix/biYkJFBQUoKCgAGFhYaBpGr+iKGy43JtATU3BJJNhv4/PnGIRdfJTKpXIzMzErl27SIfiFKZrBzktV01NDQwGA6qqqq5YgTqO0RELQrDUoijKIxYcHR0d2LNnD/bt23dFk0xZWRlMJtMV7h4+Nhv0DINvduwgHDV/iLGqciM4c4PZnhv39PTgwIEDiBkbwwaHrwfP49hA1MlPo9GgsrLS40ycr6YdvPfee+1lKqPRiEeamrBRIkH1xx+LZiXOmVi/8sorxGLw8/NDZmamR03NsFqtsFgssFgsdkP3VatWISAgAAUFBbht/34829uL4d/9DgclEoCAposE7l5VcgU0Tc+r+edzHx9sGR/HHZOTOCyXY+ccd32AyJPfkiVLZjxGxl25Wpnqt7fdho3vvguMjkJ17hw+DgzEQYWCdKguR6VSobGxkZijBOD5UzMcDd2jo6Nxd04Ofnx5skTg4CB+5ueHR0SQ/MQ4pPdGcOYG82n+GZFIsCEoCDKbDVMOQ5/ngnRen3ZjYmNj4efnh5qaGtKh8AZXpjo2reFgJUUhKSmJUFT8IYSSp5jOWNvb27H70CEMO7ykEnU6fO9730N6ejok83x5CRlOPiWWIb0zgaIoFBYWOqX5Z76JDxBx8uNaroXcau4qvlQoUBMZCQBgfXywPzgYW7ZswbZt23DXXXchKCiIcITOJzw8HFFRUUSF/BEREQgLC0NlZSWxGPhmSCLBf6vVqImLw+c+Pniwvh4NDQ1YsWIFfv7zn+O+++5DWFgY6TCdikQiEcRCS0hwE+yF9Hfi+fWHq6BQKKDRaIi5iZNmws8Pu3/xC7z5u9/hwvAwcOoU9p86hcTEROj1erz44ouor6+H0Wh0ib6GBEIwsXbmytetWLECj505g5LhYWB0FK2XTY8d5w662lKNT1JSUjA+Pi6I0VFCIS0tDf39/Whvbycdih1RJr/c3Fw0NjaKxsR5OjRNo7Ky8lLic6CxsRGNjY3YtWsXcnNzceutt/5LX8OyaGtrIxTx/OBWnX//+9+JxkBRFN59911iMZAgLCzsmjMyHecOutJSjW/EJuSfCUIs94sy+en1epw6dYp0GMS46aabsOM6Lefj4+MwmUwwmUx2fc0PfvADjIyM2LWD7tSwsXjxYvT19RFddaampmJoaAgXLlwgFgMJaJqG2Wy+7o7b0VItKCgIFEXhu9/9LqxWq33OpbvM/fM0+ZQzUCqVyMjIuO47hwSiS36cibOYxqk4kpSUBIlEgtra2hl9P6evOXjwIBYtWgSaprF8+XL7HLjp2kEhIoTzF77m9gkJbsf93nvvzfgzAwMDOHbsGI4dO4akpCTo9Xps27YNtbW1YFmW9zmXs8VT5VPzgetwHhkZIR3KFYgu+YnNxHk6S5YsmZP2yGazobq6GtXV1fDz84NarcbSpUuxZcsWu3aQ71mIMyEgIABpaWn44osviMXg6+uLrKws5OXlEYuBBIsWLcLg4OCcy+UNDQ1oaGjAzp07oVKpcOedd/I+53K26PV67Nmzh3QYgoKmaRw8eJB0GN9CVMmPG2DK17R2oTEba6HrMTo6ap8Dx2kH+Zo7OFt0Oh3KysqIxqNSqebkauHuOGvHPT4+bp9gEhERIdjnLTY2Fv7+/qKST90IbnpJdXU16VC+haiSX2ZmJpFp7UJBq9WiqqrKqS9hR4ur6XMHjUYjamtricpJGIYh7qZCURROnjxJNAa+cdU5T1dXF/bt24cDBw4gPT0der0eq1evhsVisc+5JAWX7MUon7oWXJe1EEvVokp+Yrcb0uv12Ldvn0uuPX3uoFarxdq1a+Hr62ufzdXb2+uSe1+L+Ph4yOXyGZ9vuoKwsDBERUWJbqSNRqNBRUWFy855rFYrKioqUFFRYZ9zuWHDBsjlcvsukU8nH7lcDo1Gg1dffZW3ewodqVQKnU4n2EqbaJJfcHAwkpKS8NFHH5EOhQixsbEICAjgpfzgaHEVGxsLhmHw4x//GG1tbWBZFqWlpbxouRiGId5eTVHUDbsdPRGGYVy20JqO45zL+Ph4+yy4pqYm+5xLV//95+TkoKWlRbTyqauRnp6O3t5ewVbaRJP8aJr2CAHtXCFVkmltbcXOnTuRl5eH7Oxs0DSN9evXo7i4GEajEY2NjS65r0KhgFqtJmpizWn7PvzwQ2IxkCAmJgaBgYFEznmam5vR3Nxsn3N50003YcOGDS7Xqur1epw7d84l13ZXhLD4vB6iSH6c3dDHH39MOhQiCKEkMzU1heLiYhQXFyM4OBgUReE73/kObDabXcs1MDDgtPvl5OQQN7FOTk7G+Pg4WltbicVAAk7QTPLsa2JiAoWFhSgsLERoaKhdqzo8PGzXqjqrJBsWFoaFCxfCYrE45XqegL+/P/Eu6xshiuSXmpoqaruh3NxcNDc3C6Yk09/fj6NHj+Lo0aNISkoCwzBOt1TT6/U4c+aMkyKeG0J0tXA1MpkMWq0Wb7zxBulQ7PT29uLgwYM4dOgQFi1aBIZhcN9996GyshIsy6K6unpeiZphGBQWFoqutH09tFotysvLBdGFey1EkfwYhhF9owvpRHAtpmu5brnllnlbql3PUosvFAoFcnJysHfvXmIxkCArKwvt7e3ouTzGSEg4alWVSiU0Gg1WrFiBLVu22JtkZhu3EKzzhAhFUYJ/9j0++XF2Q6Tb3UkRHh5OPBHMhImJiSss1SiKmrOlmhBW4rm5uaivr3cbWy5nIQQ3nZkwMjKCs2fP4uzZs4iJiQFN03j22WfR3t4Og8Ew46as9PR0wRk2k2bhwoUIDAwUvN7R45OfVqt1acu10HFHR5uenp4rylScpVpVVRWMRuN1LdWEshKnaVp0DRDuOsC1ra3NbrCdlZUFhmGwfv16FBUVgWXZ6x6XuEuy5xMhnPnOBI9Pfnq9XnS2UhxSqRQ0TQtWZ3MjrmWptnnzZrvFVVdX1xWfEcJKfMGCBYiJiRH8btvZUBTl1h3VU1NTKCkpQUlJib0p63vf+x6mpqauarCtVCqRnp6Or776imDUwkIqlUKr1eKvf/0r6VBuiEcnv7i4OPj6+hIVOZPEkxxtrmap9qMf/Qg9PT0wGo2oKSzE/7p4EUva2vAB4bMGiqJQVFSEyclJonHwDcMw+PTTT0mH4RQcm7KSk5OvNNg2GPCYyYQNIyOofeMNTI6MAB48lX42ZGZmoqurC93d3aRDuSEenfz0er1bbL9dhac62jhaqmVkZICmafx6dBS648eBxkb876YmfBwSggFCLySKovDJJ58QuTcpkpOTMTU15bYz+K5HfX096uvr4ePjA7Vaja1xcfjB5QayyMpKfM/fHx/6+hKOUhi4U4ezlHQAroITOYu1Hs852hQVFZEOxWVYrVaUlZXhww8/RLNDkg+w2bDy1luxYMEC3mNKSkqC1WoVnaxGDGdf4+PjYFkW+6ZNbbj3rrug1+vhK/IEGBAQgNTUVLd553jszk+lUhEXOZOEpmkUFRW57fnLbPmjXI6l/v7wHx7GP8PCMBYZieeWLUNrayuMRiNvlmoURbnNytdZ+Pj4iErWsVehwLHFi6FtaMARmw0v9/RAu2SJYAy2SaHT6WCxWDA+Pk46lBnhsclPr9eLzkmfg3O0EZOPaXdKCl7dsgVvvvwy+mw2YOdO5OfnX9G9V1xcDJZlXVaak8vlUKlURC3VSKBWq1FbWysaWYfcxwcFzzyDR1955dLiurISJZWVgjDYJglN0241wd4jk19ERAQiIiJE123HkZqairGxMbS0tJAOhTf0ej3OFRSgT/qvSv7k5OS3LNW++93vwmq1wmg0usRSrampSTQvOw6GYXDs2DHSYfCGRqNBfX39t/6dhWCwTYrY2Fj4+Pi41Y7XI5Mfp20T4gwpPtDr9R5//uKIj48PVCoVXn755Wt+z/Us1ViWRXl5+bxfTO502O8sIiIiEB4eLqqRTTNJ9lcz2N64cSMKCwtdarBNCu6d607NhW6X/EKsVvx+eBjxViv+5OeHvT4+V/w5N639rbfeIhQhWfz9/V0yRFTIqFQq1NXVzXgXx1mq7dq1C7m5ubjtttuwadMmFBYWwmg0zunFFBwcjPj4eLz//vuz/qw7I7aF5myTPZ8G26SQyWTQaDR4/fXXSYcyK9wu+f0/o6PYcrlx4e9DQ8iUy9HvUOrKzMxEd3f3t8TPYoEzlHX3X6jZoNfr51R2Gx8fv8JSjaZpPProoxgaGoLRaJyVpZpOp0NxcbGotH3cQtNdTRTmwnySvasNtkmRlZWFCxcu8D6ser64XfJb4PDQ+QG4f/VqHK+uRkdNDX4+NIQlXV148/BhcgESZsmSJaLyMY2MjERYWNi8y249PT04cOAADh48aH8xcZZqLMuiqqrqui8mmqYFPb7FFQh9WKmzcVayn26wrVarcd99983LYJsk7ipzcbvk9welEjdPTiLGZsPrISGoHBzEihUr8J0DB6A+dw6oqMAvJRJ8FRICq8hcF+Lj4yGXy93q0Hm+cAMznVV2m26pptFosHz5cmzZsgUmkwlGo/FbVYX4+HhIJBKXDeYVKmI7W168eLHTk/3IyAjOnTuHc+fOYeHChWAYxm6wzbIsSkpKBC1XCgoKQlJSktv5uQJumPzKZTKoFiyA3GbDpEQCXO6uWjk6av+eSJsNy269FWdLS0XVece9jNyxdDIXZDIZKIpymY/g6Oio/cUUFRUFhmGwdetWdHd3w2g0wmI244W+Ptzd14e9+fkuiUGoBAQEYNGiRfj8889Jh8Ibrt7hXLhw4VsG2+vWrXO5RGc+6HQ6wSfoa+F2yY9jctqu7hWZDEsUCigmJvBxVBSCYmPxwvLlaGlpQUFBAUpKStxGfDkXOOul63U8ehqZmZno7OzkxUewo6MD+fn52Lt3LzIyMsAwDP63jw9u370baGxEbmMjPg4JQavUY02TroATNAt5WKkz4TPZTzfY1ul0donO1Qy2SULTtNsae7tt8puOJTERf77/fvzjT39C08QE8OWX2LFjB7KysqDT6bBu3TqUlpbCYDCgoaGBdLhOR61Wz6rj0RMg4V3KWaqVlZVBNz6O2y9/3RfASp0On9fWiuLfgGEYUXUUk0r2/f39OHbsGI4dO4akpKQrDLaNRiPKy8uJddomJCRAKpW67fvUY5KfRqPBucpKNF1D5BwYGAiKorBlyxYAAMuyMJlMgllBzRexCY2FMDvuTZkMm/39ETw8jMPBwbiYkoIXN25EXV0dDAYDKioqPFICEB8fD4VCIaqzZb1ej2+++YZoDJxEZ+fOnVCpVLjjjjuwadMm+1l0R0cHr/G4u67VI5KfRCKBVqvFP/7xj2t+z+DgII4fP47jx49/awXFsqxbv6iioqIQGhoqOqExae/SlpAQvP/cc/j7b3+L+slJ4JtvsDs/HyqVCnfddRc2bdoEo9EIlmXdYsTLTHH3l95siY+Ph0wmE0yyHx8ft3eFRkREgKZpPPnkk+jt7QXLsigqKnL5DpWz8nv11Vddeh9X4hHJLzk5GaOjozMeYOq4gtJoNLj77rvd+kXFjW5y1+Q9W7hp7aS9S7VaLYqrq1E/NWWf5+b4YoqMjIRer8czzzyDjo4OnD9/HiUlJW6tBZTL5VCr1W790pstQm7l7+rqwr59+3DgwAGkp6dDr9dj9erVKCsrsxtsu6IBLicnBy0tLejr63P6tfnCI5IfRVEoKCiY9efGx8dhMBhgMBgQFRV1xYvKYDC4RReTTCaDTqfDG2+8QToU3hCKd+mNjHw7OzuRn5+Pffv2ISsrC3q9HuvWrUNRUREMBgNaW1t5jNY55OTkoLm52a1ferOBG40mdLNyq9WKiooKVFRUICAgAFqtFuvXr4dCobAvxpz5b+YJu3+3T34KhQK5ubnz7nLs6OhAXl4e9u7de0WbMfeiIv2ivRbZ2dlob293K1HsfBGCviwmJgZ+fn4zKoU5du+FhISAYRg88sgjGB4ehsFgQGFhIUYdpDpChmEYnD9/nnQYvJGTk+N2o9GGhoZw6tQpnDp1CnFxcWAYBs8//zyam5svSXQslnlVH0JCQhAXF+f2Vn5un/xyc3PR0NDgtA676S8qmqbx8MMPY2xsDAaDAQUFBYKyDtPr9aJ6GSmVSkF4l9I0PScj376+Phw6dAiHDx/GokWLoNfrsWLFCpSVlcFgMAjmXOlqhIaGIjY2FhaLhXQovKHX63Hm8tR2d6SlpQUtLS12g229Xo8NGzbAbDaDZdk5VR88xcrP7ZMfwzAuezj7+vpw+PBhHDlyBKmpqdDr9Vi+fDkqKythMBhQU1NDVFAeGhrqESuw2aDT6VBRUUF0ASKVSqHRaOYlrnd0kvH3979iDpzBYIDJZBKcZIKmaZjNZo8dyzOdsLAwREdHe8RotMnJSZjNZpjNZoSGhoKiKDzyyCMYGRmxG2zP1MeWpml89tlnLo7Y9bh18gsNDcXChQtd/nDabDbU1NSgpqYGSqUSWq0Wq1evhlKpBMuyYFmWyBkITdMoLCx0+xXYbGAYBnl5eURjyMjIQHd3t9Mao4aHh+1lqoSEBOj1erz44ouCkkxwTUYffPAB0Tj4hPv98rRk39vba68+pKamzsrHNjk5GVarVZBuM7PFrZMfRVG8r0RHRkZw5swZnDlzBrGxsdDr9fZ6Op8DK7lp7e+++67L7yUU4uLi4Ovri9raWqJxUBQFk8nkkms3NTWhqakJu3fvhlqtFkwncmpqKkZGRtyySWcucMn+vffeIx2Ky3Bc1E/3seWaZKY/b0LufJ0tbpv8uIfzww8/JBZDa2srduzYgby8POTm5uLmm2/Ghg0bUFhYCIPBMGPpxVxIT0/HwMAALly44LJ7CA1O0kGy1KxUKpGWloYvv/zSpfcZHx+3VxUcO5Hb29vtnch87vg96aU3E9LS0jA4OOhxQ2evhaOPbXR0NBiGsXe+sywLX5MJ/z04iKhjx/CwGzX/XA+3TX4pKSkYGxsTxEp0cnLSPrAyLCwMDMPg8ccfR19fH1iWhdlsdrrolIS1F0mE0nKu0WhQWVnJa3fm9E5kviUTSqUSmZmZ15V1eBpiS/aOtLe325+3zMxMMAyD/zEYEDgxAVRW4pdyOTYGBUE1OQkpALPcPdOIe0YN4epMenp6sH//fhw8eNAuOl21ahUsFgsMBgPq6+vnfY+AgACkpaWJan5cbm6uIFrOKYrCwYMHidz7WpKJoaEhe9OCK5KyWq1GZWXljBsi3B2lUonFixcTtzMjzdTUFEpLS1FaWor/z6H5Ki06Gq8HBeGh8nIAwB/8/PBLpZJUmHPGLZOfj48PsrOzkS/gMTKOotPAwEDodDps3rwZEonE3s03V19RiqJQWloqGkd94NJO99SpU0RjiIyMxIIFC1BdXU00DuBKyURaWppLJRMMw+DAgQNOu57Q0Wq1xDuKhcb/DgvDbwcG0Dcxgf/t54ffOjS8PDI25k1+fKFWq1FbW4uhoSHSocyIwcFBnDhxAidOnEBiYuK8fUUZhsHXX3/twoiFRXh4OCIjI1F+eaVJCs5JiHTnpSM2mw1VVVWoqqpCQEAAdDodNm7cCJlM5hTJRHR0NIKDg1FVVeXEqIUNwzDYs2cP6TAERfXNN+P5uDh89vnnQE8PvjM+jpWX/6xUJiMa21xxy+THMAyOHz9OOow50djYiMbGRuzatWtO3XyxsbGQy+VuO0ZkLjAMg4KCAqIt5xKJBBRF4e9//zuxGG7E0NAQTl4e7pyQkIAlS5bMWzLBMAzxJiM+iY2Nhb+/P2pqakiHIijUajWOHDli//+tAQF4dnQUUgB/9vUlF9g8cLvkFx4ejvDwcOK7gPkyvZuPYRg8/fTT6OrqQkFBAYqLi69adqEoCoWFhaJ5GUmlUtA0jbfffptoHIsWLcLAwIBLO3idCSeZmOsiC/iXb+xf/vIXHiIWBlwvgVh+v2ZCSEgIIiMjryj3D0gk+I0bljodcbvkxwlPhVR6mi/clPB9+/YhIyPDLqKvrKzE+fPnL61CrVbcOTWFZWFh+KWISjIZGRno6elBZ2cn0Tg4OzN3Yz6SiczMTHR0dLjdlJO5IpfLodVq8frrr5MORVCo1Wre9Mt84lbJj9P2Cbn0NB+mpqZgsVhgsVjg6+trT4K+vr64889/xm0tLcCf/oRipRLv+PmRDpcXhGBi7evri6ysLOzevZtoHPPFUTKRnZ1tl0wUFBTg/Pnz3xqGKrZ2/6ysLLS2tqK3t5d0KIJCp9MJurlwrrhV8ktLS3Or0tN8GBsbs4tOk2Njsd1hqsQPZDL8XSLx+NJMUFAQkpOT8cknnxCNQ6VSoaamxm0arG7E1NQUiouLUVxcbNelPvnkk+ju7sb58+cRZjRi+8gIQg4exEaRiLwB8SX7mcC5KnniGaiUdACzgaZpUT6c9a2tKHUQkg5lZeFnP/sZli5dipCQEIKRuRaKolBSUoLx8XGicQhVU+oMOF3qr3/9a5w8eRJUbi7+OToKanwci0pK8N8e4uZxI0JCQhAfH4/S0lLSoQgKrvLiiQttt0l+3Cgbs9lMOhQi/Pdtt2HPTTfh50ol1ldV4YMPPkBgYCCef/55PPbYY8jNzYXMTVuOrwXDMMRdbMLCwhAZGYmKigqicbgaq9WK0tJSfPz++5A56EdViYm49dZb4e/vTzA610NRFIqKikRlEn8jfHx8oFarPXbD4TZlT7VajaqqKtEKTxfdcgt+eeIELJfP+qb7it5yyy3YuHEjzGYzjEajIGzf5kNKSgqmpqaIu8eTME8nybBEgpdjY/Fiezs6rVb8j68vEhMTZ+z6745wJvEfffQR6VAEhVqtRn19veBGazkLt0l+NE0Ts5UizfV2H46+oqGhoaBp2j6ny2g0oqCgwC1tqYTQ6CKRSKDT6UT3UqxcvRr3d3Tg2IkTQFsb8Mkndtf/ZcuWYcuWLTCZTDAajejq6iId7rxJTk7G+Pg4WhzO1b1c+h08evQo6TBchlskv6ioKISEhIjKZcKRme4+ent7cfDgQRw6dMg+p2vZsmWoqakBy7KorKx0C4mIULork5OTMTExIaqXoo+PD3Jzc/GHP/zhiq87uv5HRUWBpmls3boVPT09YFkWRUVFbmu35210+TbR0dFYsGCBR5f73SL50TSNgoICjyq1zJS57D4c53T5+vpCo9HgnnvuwebNm+0rdtK6ueuh1WpRVVVFfMfqyrl9QkWlUqGuru66vrMdHR3Ys2ePXZdK0zRWr16NsrIyGI1G1NbWus3vqq+vr+B9gkmwZMkSsCzrFovluSL45CeVSqHT6fDWW2+RDoUI8y3JjI2N4fz58zh//jwiIyPBMAyeeuop9Pb2wmg0umTc0nzR6/XYt28f0RgUCgVyc3Px8ssvE42DbyiKwunTp2f0vVarFWVlZSgrK0NAQAC0Wi3Wrl0LX19f+yJL6Jo5tVrtUTIWZyAWsb/gk9/ixYvR29vrEWcLc8GZbfadnZ32FfvixYvBMAxWrVqF8vJysCwriBV7TEwMAgMDiU9OyMnJQWNjo8ce9l+N0NBQREdHz8k6cGhoCKdOncKpU6cQGxsLhmHw4x//GBcuXADLsigpKcHExIQLop4fDMPg8OHDpMMQFDk5OWhpaRH8wmW+CD75ibke7+Pjg5ycHOzdu9ep17VarSgvL0d5eTn8/f2h0+mwZs0aKJVKGI1Goit27t+bdBKmKEp0z51Op0NRUdG8O1tbW1uxc+dO5OXlITs7GzRNY926dSgpKQHLsmhsbHRSxPMjKioKoaGhou0luBZLlizB2bNnSYfhcgSd/Pz9/bFo0SJ8/vnnpEMhQm5u7g3PX+bL8PDwFSt2mqaJrdiFUm4JDg5GfHw83n//faJx8A1FUU5103F0kgkODoZOp8N3vvMd2Gw2GI3GeY9bmi9cVcWTz7VmS3h4OKKiomCxWEiH4nIEnfx0Oh3Ky8sFdybFFzRNz/j8xRm0traitbUV+fn59hX7+vXrUVxczMuKXSjlFp1Oh+LiYlEJnpOSkjA1NYXm5maXXL+/vx/Hjh3DsWPHkJiYCJqm8ZOf/ASNjY0wGo28GydLpVJQFIU333yTt3u6A3q9HiaTSRS6VkEnP5qmkZeXRzoMIszn/GW+kFqxC8HRBbj03H355Zekw+AVPjtbuZmWu3fvRk5ODm666aYrDBr4kJZkZmaiq6tLtL0EV0Mmk4GmadEsCASb/GJiYqBUKlFbW0s6FCJwdkukV2DTV+wMw+DFF19EQ0MDWJZFWVmZU2IMCwtDTEwMcW/F+Ph4SKVSUQ0LlsvlUKlUeOWVV3i978TExBUGDRRF4eGHH8bY2JjdoMFVXZhi7iW4FllZWejs7BTNgkCwyY9hGJhMJuKNDyTgpoYLzVnEcQq9SqVyqqUaN6eRdLJ317l98yE7OxvNzc3oJ2hi3dvbi0OHDuHw4cNISUkBwzBYunQpamtrwbLsnKbQX4vAwECkpKQQnxYiNPR6vSAqL3whyOQnk8mg0WjwxhtvkA6FCEJ3FpmYmIDJZILJZEJYWBgoipqXpRo3p/Ef//iHC6O+MTKZDGq1mnjDDd8IKeHbbDbU1taitrYWvr6+UKvVuOuuu7B582YUFBSAZdlvzR2cLUKZFiIkFixYgPj4eHzwwQekQ+ENQSY/boJ0T08P6VCI4E4jdHp6eq5qqVZdXW03Qb7Rij09PV0QcxqzsrJw4cIF4g03fBIUFITExER8+OGHpEP5FmNjYzAYDDAYDIiIiABN03jiiSfQ399vt1Sbi9E9wzCiO9O9EQzDwGw2i6rJS5DJj2EYt3n5OxtXaftcjaOlmp+fH9RqNZYuXXqFCfK1LNWEUm4Ro52ZTqcTrADdka6uLuzbtw8HDhxAWloaGIbBypUrUVFRAaPRiOrq6hkdkSQmJkIikYjqTPdGcFMt3n33XdKh8Irgkl9gYCCSk5Px8ccfkw6FCLm5uaivr3epts/VjI6O2i3VOBPkq1mqSW025MrlyI2NJb4SDwgIEOU5EEVR2LFjB+kwZozVakVlZSUqKyvh7+8PjUaDFStWXLHI6u7uvubntVotCgoKeIxY+CxevBj9/f24cOEC6VB4RXDJT6fTobS0VLT1eJqmcebMGdJhOA1HE2RHS7UKiwWPfPIJbunqwvB//Rc+9fVFoZzc46jValFWViaq5y4uLg4KhQL19fWkQ5kTw8PDOHPmDM6cOYOFCxeCYRg888wz6OzshNFoRFFR0RX/nlKpFGq1WrS9BNdiyZIlgqi88I3gkh/DMPjmm29Ih0EETttXVlZGOhSnM91SbXNKCm653F3oPz6Op/z88G8E4xOjppSiKI+ZlnLhwgXs3r0be/bsQWZmJmiaxpo1a1BSUgKDwYCbq6qwVSbD6Ecf4Tfd3YBEQjpkQRAUFITU1FR8+umnpEPhHUElv/j4eMhkMtTV1ZEOhQhC0fa5muHhYewrLsaQRIKAyy/e2DvvxNbc3Kuu2F3NwoUL4e/vLypNqad2VE9NTaG0tBSlpaUICgoCRVHYes892FpUBKnNBhiNeFqpxGt+fqRDFQQ0TaO4uFhUFQ8OKekAHOG0fWKE0/aJpdGnUyrFL2+/HSfT0/FfSiW+e+YMTpw4gezsbGzfvh33338/kpKSeImFa/X3hB3QTMnIyEBnZ6dHd1QPDAzg2LFj+Pqddy4lvsvclZWFnJwcyGQygtGRRyKRQK/X4/z586RDIYJgdn6cy8Srr75KOhQiCF3b5wr8li3Dv+/YgTo/P8BqhcVigcViQWBgICiKwpYtWwAALMuioKDAJZZqUqkUWq1WNJZOHGJaaLEyGY7ExOCetjbUyWT4m78/br/9dmzcuBGFhYVgWZa4zIYEqampGB8fd5mfq9ARTPLLzs5Ga2sr+vr6SIdCBHfS9jmDhQsXwtfX96rNFoODgzh+/DiOHz+OxMRE6PV6vPjii6irqwPLsigvL3ea20d6ejp6enpEY+kEiHBaikSCI08+if/Kz0dxTQ1QWgqUliI8PBw0TePxxx/HwMAAWJaF2Wyek3bQHVmyZIlod32AgJKfmL32OG0f6enlfKLT6VBYWHjDUuN0S7U777wTmzZtgslkAsuy19QOzhQhuZvwhUajEdW0lJiYGAQEBKCkru6KRpfu7m7s37//qtpBlmVnrB10R/z9/bF48WLRNhcC80x+vjYb7p6YQKtUiuJ5tKmHhISIcn4aB6ftE8vUcIlEAq1Wi3feeWfGnxkfH7cP2o2IiADDMHbtoMFgmFOTjFKpxOLFi/H111/P9kdwayiKwv79+0mHwRtcVeVaicxms6GqqgpVVVVQKpWz1g66IxRFoaysTDS73Ksx54wlsdnw1eAgbpmchBXA1oAAfOnjM6drabVa0c1Pc8TTtH03YtGiRRgcHJyzR2NXVxf27t2L/fv3IyMjAwzDYM2aNSgtLQXLsjPWranValRWVorqBRAVFYXg4GBUV1eTDoUXpFIpNBoN/vrXv87o+0dGRnD27FmcPXv2Cu1gR0cHjEajx3RGLlmyRHSLvunMOfnF2my45XKykgL4vo8PvpZK53QWo9VqsXPnzrmG4tYsWLAACxcu9Eht37XQ6XROKTVarVaUlZWhrKwMgYGB0Ol02Lx5MyQSCViWveHcQYqicPjw4XnH4U54krZvJnBnunPZuU3XDjIMg7Vr16KkpAQsy7qtRRrXRS1WSRnHnJNfh0SCOqkUKZeT3ahWi5+vWmU/i5npwxYTEwM/Pz+3dZmYLxRFwWw2e7y2j0OhUCA7Oxt79uxx6nUHBwdx4sQJnDhx4oq5g/X19fa5g44Ls7CwMISHh6OqqsqpcQgZiUQCnU43q3Kzu+MMv9bp2kGdToctW7ZAIpHYhzuTHAc1W8Tq6DKdOSe/CYkEa4KC8NDYGJqlUnxWWIio1lYwDIOnn34aXV1dduf165nmim0lOh2apgU3t8+V5OTkoKGhwaXepY5NMmq12t7WbjKZYDAY8IOmJmzo70fxxx87rWvUHUhLS0N/f/+8RwK5C76+vk5v6hgYGLiiE5mmafzkJz9BQ0MDjEYjLBaLoBeyfn5+yM7ORn5+PulQiDOvhpcLUileVirt/9/R0YH8/Hzs3bt3RmUCsWqsOJKTkzE5OSkqbR9FUbx19U5MTHyrSeb3t9yC9VVVwOgoVJ2d+DwwEMcUCl7iIY3YOltVKhVqampcdqbLLbJ2796N3Nxc3HzzzXbt4HyHO7sKrVaLqqoqDA0NkQ6FOC6ROlgdBMucxdCWLVsglUrtZYJVHR140M8PA3l5otJYOSI2bV9QUBASEhKIdPVyTTJx4+NY7/D1FTodKru70dbWxntMfOLr64uMjAxRna1TFIWTJ0+6/D4TExMoKChAQUEBQkNDQdO0fbgzy7IoLCyc1XBnV7JkyRKnHzm4Ky7X+XEWQ8eOHUN8fDwYhsGvNmzAg3/6EzA8DBw5gk0BAfh6jp2i7opCoUBubi5efvll0qHwhlarRWlpKdGu3s8UCjwTGorU3l4YfH1xIjISj65di4GBARgMBvu4JU9DrVajpqZGMC9hVxMaGoqoqChUVFTwet/e3l77cOdFixaBpmksX758VsOdXUVcXBz8/PxE0+l7I3gVuTc3N1+y0pmawoMOX1+Vm4uiqSnU1taK5uwvNzcXDQ0NotH2AZdW4rt27SIaw4BEgk9/+lPs+OADVLa3A0eOYO/Ro0hPT4der8eqVatgsVhgMBg8qgmLoiicOHGCdBi8odPpUFxcTOz8zWazobq6GtXV1fDz84NGo8HSpUuxefNmu3aQ74rXkiVLwLKsaN6xN4J3hxeJzYZbR0cxJpXC12pFrUyGnSEhWH3zzQgMDLSXDzzda4+maZw7d450GLyxcOFCKJVK4u3V8fHxsNpslxLfZWw2m31AakBAAHQ6HTZt2gSpVAqWZWE0Gt16uHBYWBgiIyN53wWRRKfT4bPPPiMdBoBLw53PnTuHc+fOISoqCgzDYOvWreju7rZPMXF1tcHHxwdqtRp//OMfXXofd4L35LdpYgJPOohE/9vXF7sNBsBgQFRUFCiKwmOPPYbh4WH71G93fvFcjQULFiAmJkZ02j4hdPVqtVqYzeZr/vnQ0BBOnjyJkydP2n1Ft23bhrq6OhgMBlRUVLhdh6jY5DQJCQkAgKamJsKRfJvpTYE0TWP16tWwWCwwGo2oq6tzye+IWq1GfX29W0kyXA3vyc9v2j+sj4PXXkdHB/bu3Yt9+/YhNTUVFEVh2bJlqK+vh8lkQllZmUe4wHBz+zzhZ5kJnL7s7bffJhoH5/Yx0+7i6ZKJu+66C5s2bYLRaJyVlpUk3KisDz/8kHQovMEttISMY1MgV21Yv349FAqFvUPZmSb/DMPg2LFjTrueJ8B78vvCxwdrJiZw98QEDioU2HGVNnObzYaamhrU1NTYTZ+XLFmCjRs3oqSkBCaTyW3dFYBLye+TTz4hHQZvpKWloa+vb94m1PMlPT0dvb29sz5rGR8fB8uyYFkWkZGR0Ov1ePrpp9HZ2QmWZVFcXHxdLStJkpOTMT4+Lsi2e1cgk8mgVqvx5z//mXQoM8ax2hAfHw+apvH888+jpaUFRqNx3k1ikZGRCAsLE1XZeybwnvzGJRI8HBg48+8fH7efAwYHB9strGQymf3r7jSQMykpCVNTU6KaoSWUlbgzZth1dnYiPz8f+/btQ2ZmJvR6PdauXYuioiIYDAbBaTbFJqfJyMhAR0cHent7SYcyJ7imwLy8POTk5IBhGKxfvx5FRUUwGo1zem/o9XoYjUa3K9e7GsGMNJoJ/f39dtlEXFwcKIrCs88+i87OTphMJl4OjucLwzCiehn5+PggKysLeXl5ROPw8/NzqtuHo+VVcHAwaJrGQw89hPHxcRgMBkFouxQKhehGZXGOUe7O5OQkzGYzzGYzQkJCQNM0HnzwQUxMTNiHO89EqC6TyaDT6WZs7C0m3Cr5OdLS0oKWlhbk5+cjIyMDFEVh9erVqKiogMlkQnV1teBWOmLU9nHjmkg7SqhUKlRXV7vE7aO/vx9HjhzB0aNHkZqaCoZhsHz5clRWVsJgMKCmpoZIow9nJScWOY1SqfTIIb19fX04fPgwjhw5gpSUFNA0jaVLl6K2thYsy163CWvx4sXo6upyi/NpvnHb5McxNTVlPzj29/eHSqXCsmXLcP/998NsNsNoNOLChQukwwQgvpcRcKnkKYRp0RRF4fjx4y69h+NZNTcXbvXq1VAqlfYzQ2c2MdwIPq3khAA3okro1Z+5YrPZUFtbi9raWvj6+tqbsDZv3mx/1013KlKr1SgsLCQTsMBx++TnyPDwsF1PExERAYqi8Oijj2JkZAQmkwmFhYVEZRM0TQsiEfBFcHAw4uLiiEs6SOjcHOfCxcbGQq/X4/nnn0dzczNYlnW5AXJwcLDoBkTrdDocOXKEdBi8MDY2BoPBAIPBgPDwcFAUhR/84AcYGRm5dL53/jxe6ulBzM6deFKgzVikkVyvHBMWFub2VgASiQQpKSmgKMq+8zKZTLBYLLxKDRYsWIDnnnsOL730kmgkDnfeeSciIyPx5ZdfEo1j2bJlUCqVxN1l5HI5cnNzodfrER0djcLCQhgMBpcYOtx7770IDg526kQDIRMeHo6nn34aL730kuCOO/iCe9fRNI1f7tqFiMu7wGqpFEtCQghHR4aenh7Jtf7Mo3Z+V8OxVLBjxw57B5WjbIIPGyuxafuASz/zjh07SIcBnU4niLFRk5OTKCwsRGFhIcLCwsAwDB5//HH09fXBYDA4rWFLIpGAYRj885//dELU7oFOp4PZbBZt4gOufNf9R38/Ii5/PTIkBKtWrQLLssTlRkLC45OfIxMTE/aXT3BwMLRaLTZt2gS5XI6CggKYTCaXySbEpu2LiYmBr68vcX/M5ORkTExMCE6C0NPTg/379+PgwYN2X9HVq1ejtLQUBoNhXjrWRYsWYWRkRHA/sysRygJHKPwiOBj/sNkw2N+P/1QqYbVa8dRTT6G3t9c+Z9VTz0ZniqiSnyP9/f32oZSxsbGgaRrPPvssurq6YDQaUVxcjNHRUafcS4zaPqEMKXbGJG9XYrVaUVFRgYqKCgQGBtrHfwEAy7IwmUyzPqfW6/WimtSdlJQkurmYN6JXp8P/VqkunfmOjAD79uHAgQNYvHgxGIbhxVJN6Ig2+TnS2tqK1tZW5OXlISMjAzqdDqtXr0ZlZSVMJtO8x5CITdvH2Yi99dZbROPgztheeeUVonHMlMHBQfuCLCkpye4rWltbC4PBgMrKyhs+h/7+/li8eDG+/vprnqImj9AXOCTQaDTf0jtarVaUl5ejvLzcbqm2bt06+Pj42CdNXLx4kUzABPAmPwesVivKyspQVlYGpVIJtVqNe++9F/fffz8KCwthMplmPfSUExqLyU09LS0NFy9eJD6kODs7G83NzW5p5tvQ0ICGhgbs3LkTGo0G9957LzZt2gSTyXRdX1GKolBWVua0qoXQ4RY4r776KulQBENQUBCSkpKuWwZ2tFSLi4sDTdN47rnn0NraardUE6pln7PwJr9rMDIyYpdNOLYSj46O2mUTM9Hr5eTkoLGxUVTaPqG4bHjCjoBzjDFcnnqi1+vxzDPPoKOj41u+omFWK27RavEFYTcdPsnMzERbWxuv+kmhQ1EUSkpKMO4wPed6OBqGZGVl2S3ViouLYTQa0djY6OKIyeDxUgdnIpFIkJycDIqikJubi8bGRrts4lqrpCeeeALnz59HcXExz9GSwcfHB9u3b8fvfvc7ovZegYGB2LZtG371q1953ApWJpMhMzMTDMMgOTkZxcXFuHvHDny/qwsjfn7YqFDAIBfHuvYHP/gBSktLRXWscCO2bduGzz//fF5JKzg4GBRFgaZp2Gw2GI1GmEwmt1vEi1rq4ExsNhvq6upQV1eHnTt3Ijs7GzRNf0s2YbPZILXZkBkYiPioKLwnorl9KpUKdXV1xH0ttVqtx5ZuHH1Fg4KCcE9ODr5/ucSsHB3FixIJHhRB8gsICEBKSoqouqhvRFJSEmw227x3a/39/Th69CiOHj2KpKQkMAyDF198EQ0NDWBZFmVlZW4/H9K783MCQUFB0Gq1oGkavr6+KD1/Htvy8qAZG8OFoCDcLZWiQyolHSYvPPnkkzh79ixKSkqIxvHv//7v2LVrF2pra4nGwQdKmw1lfX0Ivvy7XHTbbfg7w4BlWZSXl3us9u2WW25BYmIiPv30U9KhCIb7778fHR0dLrHy47yJGYZBdHS03VJNyOOyvDs/FzMwMIATJ07gxIkTiImJwY8iIqC5rKFZODCAh4ODIYZ2l5CQEMTExKC8vJxoHDExMfDz80NdXR3ROPhiRCLBf+v1eKyjA+dbW/HLykqkKpW44447sGnTJhQUFIBlWXR0dJAO1alQFIX9+/eTDkMwcLNP9+7d65LrT0xM2MfIhYaGgqZpPPLII3ZLtcLCQuIG9rPBm/ycTFtbG3Y1NeE5ANxej968Gd8PCoLJZEJFRYXblwuuhVarRUlJCXEXG6FoDPnE/7778NTBg6jo6wMmJ+3TwCMiIkDTNJ544gn09fWBZVmYzWa3FzhHRkYiJCQENTU1pEMRDBqNBrW1tbz4F/f29uLgwYM4dOgQUlNTQdM0li1bhpqaGhiNxutOmhAK3uTnAkxyOf52551QV1Vh18WL+Me+fVCpVLjjjjuwefNm+2BKTxPlUhSFr776imgMUqkUWq0Wb775JtE4+GThwoUICgpCZWXlt/6sq6sL+y4LnNPT08EwDFatWoWysjKwLOu2AmedTofCwkLBv2D5hGEYHD16lNd7Ok4y4SZN3H333faKg9FoFGzFwZv8XIBMJsPQxo148NVX0efnB4yO2tvVw8LCoNPp7INPjUbjjAdTCpm4uDjI5fJ52XI5g/T0dPT09BDXGPIJN6n7eknM0UkmICAAWq3WLnDmdonuIheQSCTQ6XSimlhxI6KiohAaGsrr5JLpOE6aiIyMBE3TePLJJ3Hx4kUYjUaYzWZB6U+9yc8FZGVl4cKFC1d9mfT09ODQoUM4fPgwUlJSwDDMjAdTChmdTufV9hFALpdDq9Xi9ddfn/FnhoaGcOrUKZw6dQpxcXFgGAbPP/88Wlpa7OOWSJeur0dKSgpGR0dnbTjhyXAuUkJ5d3R2dmLv3r3Yv38/0tLSwDAMVq5ciYqKChiNRlRXV8+r4vDA2Bi+Oz4Ok1yOl/z8YJVcs6/lmniTnwugafqGQ0SvNZjSHcoF0+HszP76178SjcPPzw+LFy8WzRgf4JKJQktLC3p7e+f0eU7gnJeXh5ycHOj1emzYsAFmsxkGg0GQCUan04lqgXMjZDIZdDod8d+/q2G1WlFZWYnKykr4+/tDo9FgxYoV2LJli91SbbZT5rMnJ/Hn4WFIAdwzOYlWqRT/8PWddWze5OdkgoKCkJycPCuHecdywfQGBSGWC6bDlRpn+xA7G5VKherqaoyMjBCNg0+WLFmCs2fPzvs6k5OTMJvNMJvNCA0NtTsaDQ8Pg2VZFBYWCuLvlWu3f/nll0mHIhgyMzPR1dVF/PfvRgwPD+PMmTM4c+YMFi5cCIZh8Mwzz6Czs9PuVjQTV5pImw2OwrGFc9ztepOfk9HpdCgpKZmzuNqxQWF6uYBlWdTU1AiuQUEopUaKolyibxIq4eHhiI6OhsVicep1e3t77aX51NRUMAyD++67D5WVlWBZdt4lq/mQlZWFpqYmt3MacSUMw7jdFI8LFy5g9+7d2LNnDzIzM0HTNNauXWt367meTOmkXI7zkZFY0tmJGqkU785h1wd4k5/ToWnaKR2P08sFWq0Wq1atQkBAgL1BwVWzB2eDr68vFi9eTHxobVhYGCIjI4ke+PMNwzAoKChwmXTGsZOPM3rnSlaknkGhLLSEQnBw8A1NrIWMo1tRYGAgdDodNmzYALlcbh/pNd2Yfkoiwe6nn8b/ystDQW3tnM77AG/ycyrx8fGQyWRO73gcHh7G6dOncfr0acTExNhnD17N3JhvVCoVamtriduZURQlqkneUqkUFEXhnXfe4eV+jkbvXMnq2WefRXt7O1iWnVe1Y6YEBgYiKSlJVBPqbwRFUUR//53J4OCg3SwkISEBNE3jhRdeQFNTE4xGIywWC9LHxvCQQoGYhgb8ub4etjkmPsBrb+ZUNm7ciL6+Phw5csTl95publxSUgKWZXmXGvzoRz/CqVOnUFpayut9p/Mf//Ef+OijjzxOO3ktMjMzce+99+KNN94gFoNMJrNPAUhMTERxcTFYlkVTU5NL7nf77bcjJiYGn3/+uUuu725IJBJs27YNn376qcv+zknDjYSjaRrpgYH4/i9/Cf/Lif6xgADs8PG57ue99mY8IJfLoVKpeJsrNt3cWKfTYcuWLZBIJHYHdlfPsVuwYAGio6OJ25klJSVhYmJCNIkPEMa09qmpKZSUlKCkpMQ+BeCBBx7A1NQUWJZFQUGBU91GdDod8vPznXY9dyc5ORmTk5Mem/iAS5ZqhYWFKCwsxCo/P/zIYYdLTU7eMPldD2/ycxLZ2dlobW0lIhQeGBiwTwBPSEgAwzD2cgHnwO4K3ZZWq0VxcTFxuzaapkV1DhQYGIjU1FR89tlnpEOx4zgFIDk5GQzD2KfQO0O/Gh0djYCAAFEYlc8UvV5/Q0mVJ3FiZASNfn5IHB3FCIC8eSQ+wJv8nMZMtH180NTUhKamJuzevRs5OTlYsmQJNm7caHdgd+buiKIofPHFF0673lzgJnm/8sorROPgE4qiUFpaKlh/zvr6etTX12Pnzp1X6Fc5XVdnZ+esr8nZmQmt05kUvr6+yMrKQp6IBhcPSiR444c/hPzsWeTX1qJeJpvX9bzJzwkEBwcjISEBH374IelQ7DiWCxYsWACapp1qqRYfHw+pVEp8ynN2djaam5tdXuIVEgzD4MsvvyQdxg0ZHx8Hy7JgWdZud/XUU0+hp6cHLMuiqKhoRrouzs6Mr+Yed0Cj0aC6utrtbRFnQ2BgIGIyM/HS119jfJ6JD/AmP6cg9I6rixcvOt1SzWtnRoakpCQAIO6hOlsc7a4yMjLAMAzWrFmD0tJSsCyL+vr6a342LS0NAwMDbuN4xAd6vR4HDhwgHQav6HQ6WCyWGS2YZoI3+TkBmqbdogPNWZZqCoVi1n6SrkCMre/ufs5jtVpRVlaGsrIyu65r06ZNkMlk19R1MZcH83q5RHR0NIKDg1FVVUU6FF6hadqpemJv8psniYmJsNlsxMt/s2U+lmoURaG+vn7OfpLOQqvVorS0VLA7bmfj6mGlfDNd18U1ajU2NoJlWQQWFeH/GRlB1IkTeMC767MzkykenkZ8fDwUCoVTB1R7k988oWkaRqORdBjzYjaWar42G2677TZ8/fXXhKO+9He/a9cu0mHwBp/DSvnGsVFLpVLhlptvxv8xmeA/Pg4UF+N/FAp8PzCQdJjEkclk0Gq1RPWdJHDFe9ab/OaBQqGASqXymE7Da1mq+fv7w2g04jt79uA7g4PoefllfDY1BTjh0HmuxMTEwM/Pz6krQaFDYlgp30xMTMBkMqHQaMT/ODRzZEdHg87MnLH5saeSnZ2N9vZ2QVgb8oVcLodarXa6htqb/OZBTk4OmpqaPLLTcLql2v0pKfjO5R1HWG8vnlUq8Z8Ekx/X6CKW0o8QhpXyiVUiwW+jovCfXV3ot9nw25AQ5ObmYu3atSgpKYHBYHC7owZn4I4m1vPFVRpqb/KbBzRNi+JBbGtrw67mZvy/ALh0p777bmxcuBAsy6K5uZnXeKRSKbRaLd58801e70sShmFgMplE410KABX33YdHxsaw98AB2Fpbgffes7sZ3X///QBgb5LxxFLwdEJCQhAfH48PPviAdCi84qqjJemNv8XL1QgJCUFsbKzTx8kIlXqZDH+7/XaUR0Tg7z4+eKy0FP39/XjwwQfxwgsv4Pbbb0dAQAAvsXDzA7u6uni5H2m4YaVi6njkFjjnCwquMC/m3IxefvllfPnll4iMjMS2bdvwyCOPICsrC1Kp577SaJpGUVGRS9yahAqnoXaFd7B35zdHxPYg+vn5YWTLFqz44x8xMDUFDAzg8OHDOHLkiN3OaunSpaipqYHBYEBVVZXLdili0/Zxw0rFkuyBmQ1obWhoQENDA3bt2gW1Wo27777b7iTDsqxH/X1JJBIwDCMqWQ/gWg21N/nNEYqi8Mknn5AOgzd0Oh2qqqq+NUTUZrOhrq4OdXV1du3gvffei82bN9vtrJz5EvLz88PixYvxzTffOO2aQkcIJtZ8Mxttn6OTTFRUFGiaxtatW9HV1WV3knF3OUxqairGxsZEZd4OXHoOPv30U5dc25v85kBycjKmpqZ4P+siCU3T2Ldv33W/x1E7eLWXkDM69VQqFaqrqzEyMjKv67gLwcHBSExMFNWKPyAgACkpKXNaXHZ0dGDPnj3Yt2+ffdzSmjVrXD5uydWIsdElKSkJVqvVZf9m3uQ3BzxB2zcbYmJiEBgYiOrq6hl/xvElxM0d5Dr15jN3kKIoHD9+fE6fdUdomha0dZ4rUKvVKC8vn9dCyWq12kd+OY5bmpyctI9bchdfTKVSiczMTFFpWgHXO/t4k98sUSgUyM3Nxcsvv0w6FN7gkv1cZAVWqxUWiwUWiwWBgYGgKMo+d5Dr1JteSr0WgYGBWLhwISorK2cdhzvCnfN8/PHHpEPhFZ1Oh4MHDzrteo7jllJSUqDX67F06VJUV1fbz6eFLJnRaDSorKzE8PAw6VB4g4/3rDf5zRKVSoX6+voZv7DdHWc6SgwODtrnDiYmJkKv1+PFF19EfX09WJZFeXn5dWcDZmVlobKykvj8QL5ISUnBxMSEqMrrERERWLBgwayqDLPB8Xxao9Fg+fLl2LJlC4xGI1iWFaR4nGGYGx45eBp8vGe9yW+W0DSNM2fOkA6DNzIzM9HR0eH0l0JjYyMaGxuxa9cuqFQq3H777di4cSMKCwthMBiuarCdnZ0tiEkSfCFGQ2eKomA2m12uZxwbG8P58+dx/vx5REdHQ6/X49lnn0V7ezsMBgNKSkoE0ckdExODgIAAly0GhAof71mnJL9lExPImprCDoUCjQRdP1xNaGgooqOjUVZWRjoU3nD1C5ibL2g0GhEeHg6GYfDEE0+gv78fZrMZ0vPn8fvOTgQoFDg1MIBPROJw4uPjg6ysLOTn55MOhTe4uX18i7jb29uxe/du7NmzB9nZ2WAYBuvWrUNRURFYliXaYSlGE+uwsDBe3rPzTn6bx8fxt8sHx8+OjuLm4GD0eajQlKIoFBUViabsFhQUhOTkZHz00Ue83K+7u9tusJ2amgqtVov/K5cjymoFxsZw13vvYSwoiJdYSKNSqVBXVycK5xKO5ORkjI2NobW1lcj9p6amUFxcjOLiYoSEhIBhGDz88MMYHR21N8nw2WUsl8uh0Wjw2muv8XZPIcDt/l39np13lrrFoTQQbbPhzpgYSBwcGTwFiUQCmqZFVYbS6XQoKSnhvdPQarWiuroaX3zxBdra2+1fV/r7Y+3atYiIiOA1HhKITcgPCGdAMgD09fXh0KFD+N3vfoe8vDwkJibiZz/7GR588EGkpaXx8o7jPC0vXrzo8nsJBe49y0c3/bx3fnsVCjw6NgY5gOaAACzetAk/Cwmxl7JIz3xzFikpKURXpSRgGAZffvkl0Rj+MywM78lk6OvowH8FBGByYgJbt25FR0cHzp49C4vF4nE78dDQUCxcuFBU5XW5XI7c3FzBTUix2WyoqalBTU0NlEoltFotVq9eDaVSaW+ScVVyEqO5QWpqKkZGRnh5z847+R1SKHBPUBDSrVYckcvR99e/IjY2FjRN49/+7d9w4cIFsCzr9kNHxabtS0hIgEQimbMez1nIbroJ/ysmBp9//jkwOgrs24eDBw8iJycHN998M9avX4/CwkKwLIt2h12iOyO28jpwqZO3tbVV0BNSRkZGcObMGZw5cwaxsbFgGAbPPfccWlpa7O84Z/2bhYaGiso7mIPP96xTGl5K5XI42o62traitbUV+fn59gPk9evXu63Lgo+PD7Kzs0XVfMAwjCCS/dUG1k5NTaGoqAhFRUX2KfSPP/44BgYGYDQaUVhY6NYOMDqdTlTWeYCwSp4zobW1FTt37kR+fj5ycnKg1+uxfv16mM1msCyLtra2eV2fpmmYzWZBdJzyha+vL7KysrB7925e7udSqYPjAbKjy8LU1JT9ANkdDvS55gN3cYSYL0IZ0hsXFwcfH5/rDqzlptDv378faWlpoGkaK1asQGVlJYxGo0sNtl1BUlKS6KzzAgICkJqa6pYJf3JyEmazGWazGaGhoWAYBo8++igGBwdhMBhgNpsxOjo6q2ty517vv/++i6IWJmq1GjU1NbyJ+XnT+Tm6LHBTALZt24a6ujq7wFmoLymGYXDixAnSYfBGTk4OGhsbiZegaJqe8cBam82GqqoqVFVVwc/PD2q1GkuXLsWWLVtQUFAAo9F4Ve2g0OB+ZjHhDDszIdDb24sDBw7g4MGDSEtLg16vx8qVK1FeXg6DwYC6uroZPctpaWkYGhqa9+7R3WAYBkeOHOHtfkRE7vX19aivr8fOnTuhVqtxxx13YNOmTSgoKADLsoJ6SYWHhyMyMlI0E7SBSw/huXPniMYwnzbv0dFRu4A5MjISNE3jySefxMWLF2E0GlFUVCTIsii34/7jH/9IOhRecbadGWkcF2L+/v7Q6XRYv349FAoFWJaF0Wi87sJSjOYGkZGRCA0N5dW6kKjDi+MoEu7s5oknnkBfXx9YloXZbMbY2BjJEEFRFAoLC0XTfBAaGoqYmBjiB+1cA8R8O+k6Ozuxd+/eK8qiq1atQkVFhb0sKhQBcXZ2NpqamojvuPkkIiICoaGhHutgMjw8jFOnTuHUqVOIj48HwzB44YUX0NDQgLNnz6KysvKK58/f3190I7uASxWPgoICXqt/grE3485uDhw4gPT0dPtLqry8HCzLora2lveXFFd7f++993i9L0m4g3bSyd7ZDTdWqxWVlZWorKyEUqm8wteRK4t2dnY67X5zQWwdxcClXR8fdmZCoLm5Gc3NzcjLy7M/fxs2bMD58+dhMBhwf08P1vn7o3LPHkFWJlyFVCoFRVH429/+xut9BZP8OKxWKyoqKlBRUWEvGaxduxa+vr4wGo0wmUy8aQdTU1MxPDwsmto7l+z5tpeaTnBwMBISEvDhhx+65PojIyM4e/Yszp49a587+NRTT6G3t9deFp1tk8J8CQ4ORnx8vKiaHDg7M1f9OwuViYkJe8UrLi4ON998M/6yfDnW/uMfwPAw7mppwcdBQSiWC+717BLS09Nx8eJF3o+7BP2361gy4HQ1P/7xj9Ha2gqj0ehy81mx1d75FJheD07nxocu1HHuoGPFgSuLVldX81Jx4Nx0xNTanpSUhPHxceLPG0laWlrw5ZdfInlyEmsvf00GYOXixahuaxPFDpBUxUPQyc8RR11NdnY2aJrG+vXr7eazzm4N9/X1Fd0ASaFo+xiGwaeffsrrPadXHDQaDVasWIEtW7bAZDLBZDKhq6vLZfenaZq4mw7fuJu2z5V8IpXiGX9/hA0Po1KpRIdWi5898ggsFguMRuOMO0XdDaVSifT0dHz11Ve839ttkh/H5OSkXeAcEhICiqLw4IMPYmJiAkaj0WnaQb41J6QRSrLndG4kjRCGh4ftTh4LFy4ETdPYunUruru77WVRZzZiJSQkQCqVEnfT4RPOzuxPf/oT6VAEQbuPDz76xS+Q9+c/o2BwEONffYWAffug0+mwbt06+Pn52Y99hDhzcK5otVpUVFTwfswAuGHyc6Svrw9Hjhz5lnawtrYWLMuioqJizgfpNE3j2LFjTo5YuGg0GlRXVxNP9kLZfXJcuHABeXl52LNnDzIyMkDTNFavXo3y8nIYjUbU1NTMe0UuxkaXzMxMtLW1iaqz9XpkZ2ejobsb54aGgMum2UNDQzh58iROnjxpt4x89tln0dnZaV+Eubs2kqZpYoN63Tr5cdhsNvuEZh8fH6jVatx111127eBsBc4REREIDw8Xnbbv0KFDRGPw8fFBbm4u/vCHPxCN42pYrVaUlZWhrKwMAQEBdoNjf39/+4q8u7t71teVy+VQqVR49dVXXRC1cKEoylvydOBG/QWOlpHcImzNmjUoKyuD0Wgk0g0/XxYuXIjAwEBiMhePSH6OOGoHpwucZ6od1Ov1MJlMomi/Bi4JTBcsWICqqiqicahUKtTX1wve8m5oaMjeiBUTEwOapvHMM8/MaUXOja3p6+tzcdTCwd/fHykpKW5pZ+YKZtPpOzU1BYvFAovFYl+ErVmzBkql0n42PZdFGAkYhpmxg5Mr8Ljk54ijwDk9PR16vR6rVq1CWVmZXTs4HZlMBoqi8OabbxKImAzcQ0g62dM0jVOnThGNYba0tbXZp4BPX5GzLHvDRgUxljzVajUqKircvmTnLOba6XujRVhxcTFxk5BrIZPJoNVq8Ze//IVYDB6d/DgcO/kCAgLsdkNyudxuNzQwMICUqSmsio7GSEODSzv7hIRUKoVOp8Nbb71FNI6wsDBERUWhvLycaBxzZfqKnGtU8PX1tVcipp9vBQUFITExUXQ6N4qiPMrObL44o9P3eoswIZZFMzMz0dnZSXSXKork54jjIXJCQgIYhsFPfvITTJ0/j3/79FP4lZejs64O7/n5oVs670H3gicjIwO9vb3Ekz1N0x5jI+f4jMXFxUGv19strQwGA8rLy7FxdBTrFApYDh1y6zmXs8XT7cxmS3x8vFM7fa9VFvX394fJZILRaBREWZSmaeIaasn1VgNhYWHCWSq4EIVCgd8GBuJRhzLoU5GR+FIEguPvf//7qKioIDoxWiKR4Oc//zneffddXLhwgVgcroQzrdbr9biluRnrL+/2RiQS3BIUhEaZjHCE/LB8+XL4+vryNrNN6Kxfvx5DQ0MubzaLiYkBRVHQarUuk+zMlMDAQGzbtg0vvfSSy0vfPT09kmv9meh2fldjYmICOzo68AgAKYBRuRy3PP00Avr7cf78eVRUVAiqZOAsAgICsGjRoktT0gmSlpaGwcFBj018wKVnjGtISJT86/dRabNh1aJF+Edrq8efgYnVzuxayGQyqNVq/PnPf3b5vdra2lwu2ZkpOp0OFouF+PPuTX6XOebjg08ffxydeXn4bHgY1W+9BY1Gg3vvvRcbN260n9vMd8qAkNBqtSgrKyN+KC62po+PJibwqEIB/4kJ1CmVsN58M7ZnZKC0tBQsy6K+vp50iC4hKSkJExMTorYzcyQzMxMdHR28eRUD35bsaDQarFy5EoGBgbw4GQGXft937Njh0nvMBG/yu0xycjKqkpLwyvg4IJcD4+MwGAwwGAxYuHAhlixZgueeew6tra0wGAywWCxu78PIMAxxRxelUomMjAxB/DLwRYWfHz7ctg2H//pXnBodxdAnnyAwMBA6nQ6bNm2CTCYDy7IwmUweJQLX6XSiG9R7PUgv+oaGhnD69GmcPn2aFycj4NIZp0KhQF1dnVOvOxe8ye8y1xOZXrhw4QpfUb1ejw0bNsBsNoNlWbdcycbFxcHHx4f4Q6hWq1FZWSkKA1+OrKwsVA0OYv/YmN3NY3BwECdOnMCJEyfsjVgvvPACmpqawLIsLBaLWzcDcXZmYhPzX4uAgABBaR35cDICyCd8R7zJD5d8LbOzs5Gfn3/d73P0FQ0NDQVFUXjkkUcwMjICg8GAwsJCt3mJ0zRNVGDKwTAMDhw4QDQGvrnRC6CpqQlNTU3YvXs3cnJycNNNN9kXW0aj0S0XW5mZmbhw4YKoxPzXQ6vVory8nPi513Qcy6KcwfvKlSsRFBRk7xada1lULpdDrVYLZgHkTX74l4n10NDQjD/T29uLQ4cO4fDhw1i0aBEYhsF9992HyspKGAwGXg+QZ4tcLodGo8Frr71GNI7o6GgEBwcTd5bhk6CgICQlJeGf//znDb93YmIChYWFKCwsRGhoKGiati+2WJZFYWEhcS/WmUJRlLfk6QBFUdizZw/pMK6Lo8F7dHS0vSza09Mzp7mXQnMz8iY/XNp9HDlyZE6ftdlsqK6uRnV1tX1C+KpVq+yej0ajkdcD7ZnAPYSkm3dI2xuRgHPzmK22r7e3FwcPHsShQ4eQmpoKhmGwfPlyVFVVgWVZVFVVCfbv0d/fH6mpqbyPqRIq0dHRCAwMRE1NDelQZkx7ezvy8/Oxd+9eLF68GBRFzXrupdBM60Wf/CIjIxEaGorKysp5X8txQvj04bssy6K0tFQQTTJCEJhKpVJotVpR2cgBl/7uv/766zl/3mazoaamBjU1NfDz84NarcayZcvscwfnU5ZyFWq1GuXl5cS7ioWCUI4c5oLVakV5eTnKy8vh7+8PtVqN++67D/fff799iEBnZ+e3Psf5l37wwQcEor46ok9+rvK1nD58l2EYrF+/nniTTEhIiCAewszMTHR1dQnuRe1K4uPjIZfLnSZlGB0dxfnz53H+/HlERUWBYRhs3boVXV1dghp547Uz+xfcou/tt98mHcq8GR4eti/2o6KiQNM0nnrqKfT19cFkMsFsNmN4eBhLJiexNiwM1efPC8rNSNTJjw9fS8cmmQULFhA/t6EoCsXFxcR3oELq+uILV/7MHR0d9rJUZmam3duRtHbQa2d2JWlpabh48eJVd0fuTEdHB/bs2YO9e/ciLS0NFEXhvvvuQ+D+/XgsPx/SggI0lZbiS39/DEmuabrCK6JOfhkZGejp6eFt93Hx4kV7k4zjuU1lZSVYlp1R3Xy+0DRNvL06MDBQdGdAEokEubm5Lnext1qtdm/H6dpB7gyaT+2gTqeD2WwmPjFEKHAlT0/FZrOhqqoKVVVV8PX1xTsyGTiH5ITxcdyelIR9XV2Q22xYOzGBAYkEhxQKIrGKOvndaICkq3A8t+GaZFasWIEtW7bYp0y4okkmOTkZU1NTaG5udvq1Z4NQ7I34JDY2FiMjI+jp6eHtno7awfj4eCLaQa1WO6POVjHg5+eHjIwMfPPNN6RD4YWxsTF8MT6O1Zf/v1OphO6BB6D298ey11+H/vLRz2/8/PAbpZL3+ESb/ISy+3BskomJibE3ybS1tcFgMDi1SYZUsp+OUOyN+CQjI8MpTVVzpbm5Gc3NzcjLy0NOTg6WLFmCjRs3uvQMOikpCZOTk26pS3QFarUa1dXVbqMFdgZ5AQH44oc/hOmjj/C11Yr2P/8ZcbGx+Hlbm/17Vk5MeJMfn+h0OpSWlgpq99HW1oZdu3Zhz549yMrKgl6vx/r161FUVASWZdHS0jLna/v4+CAnJwd79+51YsSzR0j2RnySkZEhCDH/dO2go1GDs8+gvdq+K6EoCseOHSMdBq+oVCqcUijwHgBcHhHX0tqKkzIZ7ry8qD8pJ5OGRJv8GIaZV8u5K5mcnERxcTGKi4sREhICmqbx8MMPY2xszO4kM9sXlEqlQl1dHQYHB10U9cwQY6OLv78/oqOjBZfwHY0apmsHjUYjqqqq5nxW57Uzu5Lw8HCEh4ejoqKCdCi8wjAMTp8+/a2vPxQYiAfGxzEA4EsfH/4Dg0iTX3x8PGQymVu45/f19eHw4cM4cuTIvJpkGIbByZMneYj42gjN3ogvFi9ejLq6OsF6c15NO7h06VJs3rx5ztpBr53ZlVAUJbrGn7CwMERFRaGsrOxbfzYskeAfvr4EovoXokx+Qjn7mg3Tm2TUarW9SYbr4rtWM0V4eDgiIyNRXl7Oc9RXkpOTg5aWFtG9EHU6HQoKCkiHMSOupR3s7u4Gy7Iz1g6608/saiQSCSiKIq6t5RuapmE2mwW76BNd8lMoFFCr1XjllVdIhzJnRkZGcO7cOZw7d87eJPPss8/iwoULYFkWJSUlVzTJ0DSNgoIC4g+hGEuewcHBSEhIcMsBrtO1gwzDYM2aNbBYLGBZ9pplXKVSiUWLFuGzzz7jOWJhkpKSgtHRUVE1/rhDwhdd8svJyUFjY6PHzEnjmmQcnWTWrVt3aRbX8eP4dX09Inftwv+zYAHROENCQhAXF4f333+faBx8w5kKCMnZYrZcTTu4YcMGyOVymEwmsCz7r98nmw3qnBxUV1d77cwuI8bGn9TUVIyMjAg64Ysu+en1epw5c4Z0GE5namrqW00yr0xOIt5qBYaH8d8jI/hHSIh9fhzf0DQtCGcZvmEYhricxplcTTv47//+72hoaMD4wYP4vxYLgg8fxm9FNKnjeigUCkF0WfON0Eysr4b0xt/iOYSGhiI6OvqqB7CeBNckU+ew6pL5++Ph738fGRkZkEr5/WeXSCSCMNPmm+TkZFitVjQ1NZEOxSU0Nzfjm2++wa9//WtYLBb84uJFhNlskE9NYVtDA2QCsbEiSW5uLhoaGoh3WfOJr68vMjMzBX/mK6rkJ/QDWGezfcECtKakwCKX41FfX1RVVWHp0qX4+c9/jhUrViA8PJyXOJKTkzExMUHcWYZv3LGxai5MTEyAZVlUtrf/62v+/vj59u1YuXIlIiIiCEZHFjGWPDUaDWpqagQ/a1I0yU8ikYjmZcThr9PhN+vW4fagIBy02XD+/Hm88cYbeOeddyCTyfD0009j69atoGkaPi7U2rhDCcTZcKYCQl/9OpOfBgaiNjsb5319cb9UirfffhsSiQRbt27F008/DYZhXPqcCQ3unNtisZAOhVfcpcojmjO/RYsWYXBwEG0Otjqejk6nu6rA9GpdfGvXrkVJSQlYlkVDQ4PTYvDx8UF2drbgp1Y7G5VKhfr6egwMDJAOhTd8Fy/G35cvxxtvvHHpC52d2LNnD/bt24eMjAzo9XqsWbMGRUVFMBgMHl8J0Ol0ojvnduZ8VFcjmuQntl3fggULsHDhwutq+6Z38VEUhS1btkAikYBlWZhMpnm/vNVqtSCcZfiGpmmcOnWKdBi8otFoUFxc/K2vW61WlJWVoaysDEFBQaBpGt/73vcwOTkJg8GAgoICwZfI5gJN0/j8889Jh8ErnKzKHcT8okh+SqUSGRkZojJT1ul0KCoqmvH55uDgII4fP47jx48jMTERDMPgxRdfRH19PViWRXl5+ZzOShmGwfHjx2f9OXeGc7YgbSrAJ76+vsjJybnhDn9gYABHjx7FsWPHkJKSAr1ej2XLlqGiogIsy6KmpsYtJ5xPJyEhAQDQ2NhIOBL+kEqloCgKf/vb30iHMiNEkfw0Gg0qKytF5aZOUdScRcaNjY1obGzErl27oFKpcNttt2HTpk0oKCgAy7Jod2hsuB4REREIDw8XVRIALq1+CwsLRdNYBVz6HauursbQ0NCMvt9ms6G2tha1tbVQKpXQarVYvXo1/Pz8wLLsldpBN4TbAYmJ9PR0XLx4ER0dHaRDmRGiSH4Mw2Dfvn2kw+ANbtU53xb7iYkJmEwmmEwmhIeHg6ZpPP744+jv7wfLsjCbzRgdHb3m57kk4A4lEGfByTree+890qHwil6vn/PUipGREZw5cwZnzpxBXFwc9Ho9XnjhBTQ2NsJgMKCsrMytniGZTAaVSoXXXnuNdCi84m4OTh6f/GJiYhAYGIjq6mrSofAGRVFOX3V2d3dj//79OHDgANLS0sAwDFauXIny8nKwLIva2torylWcvdE777zj1DiEzqJFizA0NCSqxqqYmBgEBQWhygnC9paWFrS0tCAvLw8qlQq33347Nm7cCKPRCJZlZ22wTYKsrCxcuHABFy9eJB0Kb/j7+yM9PR1fffUV6VBmjMcnP2414gnnCDNBJpNBrVbj9ddfd8n1bTYbqqqqUFVVBX9/f2i1WqxZswZKpdJusH1Xezse8fHB+N696GhvJ+YqQwIxyjr0ej1YlnXq75hj1SEiIgJ6vR5bt25FV1cXDAaDoC3jaJoWnbZPq9WioqLiupUgoeHROj+ZTAatViuql1FmZiba29vR29vr8nsNDw/j9OnTePXVV/HBBx/A398f/7V5M/42PIx7enux4vBhPCCgYcGuhmusKiwsJB0Kb8jlcmg0Gpd2Und1dWHPnj146aWXcPLkSajVamzfvh0bN25EXFycy+47FwIDA5GcnHzVrldPxl20fY549M4vKysL7e3t1xz144mQcpRobW3Fzp07MTY1hUccdgD3ZWTg9NSUx1p8OaJWq1FVVeWRbfvXIjc3F83NzbyU+KxWK0pLS1FaWorg4GAwDIOHH37YPobJbDYTb2rTarUoKyub0dgnTyEmJgYBAQGoqakhHcqs8OjkJzZtn7+/P/FRMkelUpSEhiK3txfNMhnyo6LwwJ13YmpqCkajESaTyWM1fwzDzLnpw11ZsmTJVY0UXE1/f/8VQ571ej1WrFiB8vJyGAwG1NbW8h4TcGnxmZeXR+TepHDXoyWPTX7BwcFITEzEP//5T9Kh8IZarUZ5eTnRUTJjEgk+f/ZZ/OeuXTA0NmLs/Hng/HkkJSWBYRhs27YN9fX1MBqNKCsr8xg5QFRUFIKDg53S9OEuREREIDIykqhRvOOQZ39/f+h0Oqxfvx5yuRwsy8JoNPLmshMTEwN/f39iiZcE3NGS3dXHjfDY5OcJc9RmC0VROHjwINEYFi5ciIDgYJxqbobNodGloaEBDQ0N2LlzJ1QqFW699VZs3LgRZrMZRqNR0HO/ZgLDMDCZTG63+p0P3M8slAXM8PAwTp06hVOnTiE+Ph56vR4vvvgi6urqYDAYUFFR4VLJBHfkIKZnIDMzE52dnW55tOSxyY+maVFNko6IiMCCBQuISzq4bsdrvQAcu/jCwsJA0zQeeeQRjIyMwGg0uqXVlVQqhU6nw5tvvkk6FN7g3Dzefvtt0qFclebmZjQ3N9slE3fddRc2bdpkl0x0d3c79X5SqRRarVZUzwDg3kdL80p+IVYr+iQSwbWyJyUlefQctatBURTMZjNRMbBMJoNGo8Ff/vKXGX1/T08PDhw4gIMHDyI1NRUMw2D58uWorq6+NCKnstItxM0ZGRno7u52Cw2as8jMzER3dzc6OztJh3JdxsfH7RKcqKgo6PV6PPPMM2hvb4fBYEBJSYlTjKfT09PR09MjqmeA62z9+OOPSYcyJ+aU/JQ2G74YHMQtk5Mwy2TYEBiIfp4HpF4PTnckFiQSCXQ6Hd5//32iccy1BOJ4buPn5we1Wo17770XmzdvtluqCfkl686r37mi1+thMBhIhzErOjo6kJeXh7179yIrKwt6vR7r1q2D2WyGwWCYlzGBGLV9Op0OpaWlbtvZOqfkt3piArdcXi1ppqbwwOQk3hbInC5ujtrevXtJh8IbKSkpGB0dJe4q4gx7I65t/fz584iMjARN03jqqadw8eJFu6UayYae6QQEBCA1NRWffvop6VB4g2sm++ijj0iHMiempqZQUlKCkpISLFiwADRN4wc/+AGGhoZgMBhQWFg4q2fM398fixcvxtdff+3CqIUHwzD45ptvSIcxZ+aU/DqnlTlvv/9+XLDZBNG4oFarUVtb67Ht9FdDCNOiAwMDkZKSgk8++cRp1+zs7MTevXuxf/9+pKeng2EYrFq1CuXl5TAajYKYAKDT6WCxWNx29TsXGIZBUVGRRzSTXbx4EYcOHcLhw4eRlpYGvV6PlStXwmKxwGAwoL6+/obX0Ol0KCsrI64x5JP4+HjIZDLU1dWRDmXOzCn5HVcosF2pxIqJCZyQy/HuiRNXNC6wLIvCwkIijQs0TePEiRO835cUCoUCOTk5xI27KYpCSUmJS5KA1WpFRUUFKioq7JZqq1evhlKphMlkgtFoJNZtxjAMdu7cSeTeJJBIJNDr9fjggw9Ih+JUHG37AgICoNPpsGnTJkilUhgMhuvqU5csWeLWO6C5wHX6ujNzbnh5088Pb/r5Xfqf3l4cPHgQhw4duqJxoaqqCizLoqqqipcVekREBCIiIkQ1Qic7OxuNjY3EJ4bTNM2LqS1nqXb69GnExMSAYRg8++yz6OjoAMuyvMpb4uLioFAo3Hr1O1sWLVqE4eFh4hUeVzI0NISTJ0/i5MmTSExMhF6vx7Zt21BbWwuDwWBvxPKz2UAvXAi5zSaqZ0Aul0OlUuHVV18lHcq8kFwvKYWFhc05Y3GNCwzDICQkBCaTySUtxo6sWLECUqn0hgM1PYnHHnsMJpMJZrOZWAwJCQn47ne/iz/84Q9E7i+TyZCVlQWappGcnIySkhKwLIuGhgaX3nfDhg0YHBzEoUOHXHofIfHggw+irq4OZ8+eJR0Kr/j4+ECj0UCv1yMkJAR1J09ie34+EiYnUbVgAe4BMCywrndXodFoQNM0/v73v5MO5Yb09PRc8x/FZTo/x8aFqKgoMAyDp59+Gl1dXfYVujNLZFKpFDRNu80UYWcQFBSExMREfPjhh0TjID3Hy7GBISgoCDqdDlu2bIFEIrFbqjl7MKpcLodarRbVzDaxNnYAlyQTBoMBBoMBUVFR+C9/fyRcbvpLv3gRy4ODsUMmIxwlP5D+fXcWvIjcOzo6kJ+fj7179yIzMxMMw2Dt2rUoLS2FwWBwygrd3aYIOwOtVovS0lKijQcKhQJqtRqvvPIKsRgcGRgYwPHjx3H8+HEkJCSAYRi88MILaGpqgtFohMVicYquKzs7G62traKa2UZRFCwWi1uNrXEFHR0d2D8+ju9d/n8rgGVPPglJby8MBgNaWlpIhudSQkJCEB8fT1xW5Qx4dXixWq2wWCywWCwIDAyETqfD5s2bIZVK571CF6PWiqIo7Nq1i2gMOTk5aGpqcvrOyhk0NTWhqakJu3fvRk5ODvR6PTZs2ICioiKwLDuvl5Q7jnCZL3q9XpS7vqvxjY8P7r/tNviwLD4eG8Phr74CTdN4+OGHMTY2BoPBgIKCAo/rAKUoCkVFRU5ZQJKGmL3Z4OAgTpw4gRMnTlyxQm9sbLSv0GfqGejv74+0tDR88cUXLo5aOMTExMDPz4/4QTtN0zh//jzRGG7ExMQECgsLUVhYaNd1PfTQQ5iYmADLsigoKMDQ0NCMr8etfj2t4/F6JCYmQiqVzqj1XwzExsai+N578VuWhc3HB+jr+9aUieXLl6OyshIGg0EQshxnQNO0x2haBeHtOX2FftNNN2HDhg0wm81gWfaG4m21Wo2KigpBiZ9dDUVRKCgoIPoLFRoaitjYWKKu/rPFUdeVkpICmqaxdOlS1NbWwmg0ory8/IaWapxpuiesfmfKkiVL3M7RxZUsWbLkqtPrHd2KlErlFbIclmXBsiz6+voIRT0/kpOTMeVBszkFkfw4HFfooaGhdueFG2kHdTodDh8+TCBiMkilUmg0Grz11ltE4+D8RN0xCdhsNtTW1qK2thY+Pj5Qq9W48847sWnTJhQWFsJgMFzz/JimaaeK+YWOr6+v6FyTrsdMz7lHRkZw5swZnDlzBrGxsWAYBs8//zxaWlpgMBhmVd0SApxpvacgqOTnSO807SBN01i+fDlqampgNBpRUVGBuIkJPKxQIL2tDW+KaI5aWloaLl68SNREVyKRgKZpj5iXOD4+bl+VR0REgKZpPPnkk+i93MBQVFSE8fFxBNlsuDM6GpKhITQ3N5MOmzc0Gg1qampE5Zp0PXJzc9HY2Dirc+7W1lbs3LkT+fn5V1S3uIVWe3u7CyOeP55oG+kynZ8r8PX1hVqtBk3TiPX3x/d/+UssuNx59rS/Pz7z9SUcIT9873vfQ319PVGtVWpqKtatW4c//elPxGJwJVKpFBkZGdDr9UhJSUHL2bP46RdfIGpyEq0BAbhDLkevgMzcXcm//du/4cCBA6isrCQdiiB46qmncPbsWRQXF8/rOtxIL4Zh0N/fD4PBIDjvWg6appGbm4v33nuPdCizgojOzxVwXVQGgwF3BQTgxw4t16uDg/HFxIRbjMCZD76+vsjIyCBuqeXp3bVWqxVlZWUoKytDUFAQ/t+QEERdLu/GDg1hTWgoyKor+SEmJgZBQUGimlB/PUJDQ7Fw4UJYLJZ5X8txpFd6ejr0ej1WrVoFi8UClmWJN7M5QtM0Tp06RToMp+JWyc+R84ODqPX1RerYGCYB9N5xB352uSbNsix6e3tJh+gSVCoVamtriQ589fX1RVZWFvLy8ojFwCcDAwPI6+nBE5f/3yqR4JbHHoP18mKsurraIzr5rgY3HsxTf77Zwp1zO/OszmazobKyEpWVlXZf0Y0bN0IqlYJlWZhMJqL2hWFhYYiKivI420i3KntO56HVq5FYWYld5eUolcuxcOFC6PV6aLVatz1UvhE/+tGPcOrUKZSWlhKLQa/XIyMjg7izDN+8fued8D97Fp8ODuJYcLDd7iowMBAsy8JoNHrUoksul2P79u147bXXRCXmvxYSiQQ//elP8dFHH/EiZE9ISIBer4dKpUJ9fT0MBsOMupGdzfLly+Hr64vdu3fzel9n4DFlT0fkcjnSGAavnDyJfvmlH+PChQvYtWsX9uzZg5ycHCxZssQumRDCuKX5EhoaiujoaOIrMIZhcPToUaIx8E14eDja7rgDL508CauPDzA6inPnzuHcuXN2g+0f//jHaGtrA8uyTpsQTpLc3Fw0Nzd7E99lUlJSMDExwZuDi6METKVS2buRTSYTDAYDLw1vXGObu531zQS3TX7Z2dlobm6+asfV5OQkzGYzzGYzQkNDQVGUIMYtzRedToeioiKiO9nIyEiEhoaioqKCWAwkoGkahYWFV111t7W12RddWVlZYBgG69evtzvJuGtnqF6vx5kzZ0iHIRhIufqMj4/DaDTCaDQiMjISDMNg69at6O7uhsFgcLpPsiPcFA/Sg7JdgdsmP5qmZzRPqre31y5qJjluyRnodDp89tlnRGOgaRoFBQUe31jkCLf6vZGL/eTkJIqLi1FcXIyQkBDQNI0HH3xwzk4yJAkPD0dUVJRbGRi4Eh8fH2RnZyM/P59oHJ2dndizZw/27duHzMxM6PV6rF27FsXFxTAYDE4XoHuyjZ9bJr/g4GAkJCTM6szJ0XnBz88PGo0Gy5Ytw5YtW+yrKleOW5ovCQkJAEDUXUEqlYKiKLz99tvEYiBBeno6BgYGZqXF6nOwu0pOTgbDMFi6dClqampgMBhQVVUl6AWEXq+HyWTyqPPy+aBSqVBXVyeYxYujT3JQUBAoisIDDzyAqakpu6/ofGP18/NDZmYmcf9gV+GWyY+zl5rrNINRh/Oa6Ohol49bcgYURRGfnMxNzujs7CQaB9/MZ/VruzzotK6uzq5Tvffee69YdJE0K7gaYl3kXA+GYXDixAnSYVyVgYEBHDt2DMeOHUNKSop9oVVdXW1faM2luqVWq1FdXe2WR0QzwS2TH03TTiv/tbe3Iy8vD3v37kVGRoZ93BJfA1FngkwmE8TsOE/X9l0NpVKJxYsX45tvvpn3tRx1qlFRUaBpGlu3bhXcoiszMxPd3d2iW+Rci/DwcERGRrrFObfjQkuj0WD58uXYvHmzfaHV09Mz42vRNO3RtpFul/ySkpJgs9mcXv6bmpq6YtwSRVH2gaiktTaZmZm4cOEC0a47MU7OAC5Ze1VWVjp9NE1HR8cVZzdCWnTp9XqvibUDFEWhsLDQrUrAY2Nj9mHi0dHR0Ov1ePbZZ9He3g6DwXDDbmSusc2TzQ3cLvnxsfsYHBy0D0RNTEwETdP4yU9+gsbGRrAsi7KyMl5/EYRQ8tRqtSgvLxek9ZIrYRgG+/btc9n1p8+4JL3oCg4ORlJSEj766CPe7ilkPKHVv729Hbt378aePXuQnZ0NvV6PdevWoaioCAaD4aoSMDE0trlV8lMoFMjNzcXLL7/M2z0bGxvR2Nho19rccsst2LhxIwoLC8GyLC5cuODS+/v7+yM1NZV4lyfDMKJxdOFYuHAhAgMDUV1dzcv9rrboevHFF1FfXw+WZVFeXu7yRRfDMCgqKprzebqnsWjRIgwNDXlEq//U1JS9G5mba+koASsoKIB8eBiPjo/jtokJvGA2kw7ZpbhV8uOcDkiUHycmJmAymWAymeyGtD/84Q8xODgIlmVhNptdMrVZCLMKY2NjoVQqUVtbSywGEjAMA5PJREQKM33Rddttt2HTpk0oKCgAy7IumQIgkUig1+tF59xzPWia9qgxPhyOcy0XLVpkl4Cte+klpF68CHzxBV7w9cV2f3/SoboMt0p+DMMIwlzV0ZA2LS0NDMNgxYoVqKiogNFodKrXI0VROHjwoFOuNVe4F4C76CGdgUwmg1arxV/+8heicTguusLDw0HTNB5//HH09/fbF12jDgbv84ETNPPlYCJ0fH19PbrVH7jUjVxdXY3q6moE+PnhOYdF1TKlEr8OCUFfXx+ypqaQPTWF43I5Oj1kmonbJD8hmqvabDZUVVWhqqoKSqUSGo0GK1asuKKNfTbdVdOJiIjAggULeCu7XQ2ZTAaNRoM///nPxGIgQWZmJjo7OwWl/ezu7sb+/ftx4MABpKeng2EYrFy5EuXl5WBZFrW1tfNaoHintV+JRqPx6Fb/6QyNjmKPnx/WXF5MmRYtwvMPPwzF2bPY+vnnUNhsaJFIcGdwsEeM83Kb5MfZSwm142pkZARnz57F2bNnsXDhQjAMY++uMhqNc9Ilcl1mJA+ds7Ky0N7e7lGGzTNByM4WjlMA/P39odVqsXbtWvj6+toXXbPtDA4MDER6ejq+/PJL1wTthtA0jSNHjpAOg1fevOceNNhsyDt5Emdqa6H49a/xRz8/KC4vquJsNminpnDEm/z4QSKRgKIovP/++6RDmREXLlywd1dlZWWBpmm7BZHRaERjY+MNr8H9zO+++67rA74OzOUxUWIiMDAQKSkp+OSTT0iHckOGh4dx+vRpnD59GrGxsWAYBs899xxaWlrAsiwsFsuMDLZpmkZJSYnounmvBdfqL7YBvjq9Hu/u2YNqhQLApbL7N8PD+B4AKYBeiQQWmYxojM7CLZKfu5qrTk1NoaSkBCUlJXYLou985zuw2Wz27qprNe+kpKRgeHjY5d2k14Nre//nP/9JLAYSUBSF0tJSQQjOZ0Nrayt27tyJ/Px8ZGdng2EY+1QTlmWvOdVEIpHgpptuEt2/8/UQQ6v/dGJiYhAQEICamporvn5QocDGwEBopqawR6FAuwfs+gA3SX6esPtwtCBKSkoCwzB48cUXUVdXB6PR+K02diFo+3Q63bxs5NwVmqbx9ddfkw5jzkxOTqKoqAhFRUX2lvbvf//7GB0dvepUk/S0NG+jiwMSiQQ6nQ7vvPMO6VB45XqNbScVCpy8vBv0FASf/Pz8/JCRkYGdO3eSDsVpNDQ0oKGhAbt27bK3sXPaQcWxY3ippQVBH3+MZ/z8iMbJMAw+//xzojHwTUJCAmQyGerr60mH4hQcW9odp5rU1NSg+dQp/MpsRhrL4quODtKhCob09HT09/ejQ0R/J1x38xtvvEE6FN4QfPLTaDSoqqryyI4rxzldXBv7n0ZGEGa1AoOD+OXICHYFBxOJLTExETabbUbnk56Ep+q6HKeacAbb/x+AzMvVhu/W1+P3wcGo9pDznPkg5GYnV5GZmYmOjo55dae7G4Iv3nrqy2g6XBt7q0NXZUBYGB5//HHQNA0fHx9e4/GEUvNskcvlUKvVxMvNroYz2D5XWmr/mlUqxXcffRQ333wzlEolwejIwhmZFxUVkQ6FV8TynnVE0MkvKioKISEhHm2uOp3/jIlBW2IiCuVyPDg5CZZlkZOTg+3bt2PLli1ISkpyeQwKhQIqlcrjk8B0cnJy0NzcjL6+PtKh8MLL/v4o02hg8fXFc0olvjh/HikpKfjZz36GBx98EIsXL4ZEIiEdJq+4yshcyHDdzcXFxaRD4RVBlz25ae1i6rjyv+02/Eyh+JeP5uXGBa5b9P7777d3i5pMJgwODjo9BpVKhYaGBmJTLEjBMIyoRN5xWVn48O678ReutH1ZO8gZNixfvhxbtmyByWQS5NxBV0DTNPbv3086DF7R6XRu2d08XwSb/KRSKXQ6Hd566y3SofCGVCoFwzD429/+9q0/m94tqtfrsW3bNtTW1oJlWVRUVDhtkUDTNM6cOeOUa7kLCxYsQGxsLCwWC+lQeOOmm27CuXPnvvV1R8OG6Oho+9zBnp4eGI1GmM1mj9QDRkdHIzg4mKijEgkYhnHKvEp3Q7DJLyMjAz09PaJYbXJkZGSgt7f3hl1mXLfozp07odFocPfdd2PTpk0wmUxgWXZef2dhYWGIjo5GWVnZnK/hjtA0jaKiohkJwj2BBQsWICEh4YYm1u3t7cjPz8fevXuxePFiMAyDVatWoby8HEajETU1NR7j+cpVmjzl55kJ8fHxkMlkqKurIx0K7wg2+YnxAHa2Zbfx8fErJoMzDGOfDG4wGOZsqWY2mwVrI+cKODcdMc2wo2kaZrN5xsnearWivLwc5eXldku1lStXIjAw0F4WFZIP6mzhKk1vvvkm6VB4hZtcIkYE2fASEBCARYsWiarjKiAgAKmpqXP+mTs6OpCfn49f//rXOHnyJFQqFf7zP/8TmzZtQkJCwoyuwQ3uFNuiIyUlBRMTE6IReXP/znNt5+cs1V5//XW8++67UCgUePrpp/H0009Dr9fD19fXyRG7noyMDHR3d4uq0iSXy6FSqUT3+84hyJ2fTqdDWVmZR54rXAutVouysrJ5HzpPTU2htLQUpaWlCA4OBkVReOCBBzB5uXO0oKAAQ0NDV/3sokWLMDIyck0bLE9FbLqu1NRUjI6OOuXf+cKFC8jLy8OePXuQkZEBmqaxevVqlJWVwWg0znvSBF+IcdGXnZ2NlpYW0XQ3T0eQyY+maY+eoXU1aJrG7t27nXrN/v5+HD16FEePHkVKSgr0ej2WLl2K6upqsCyLysrKK15MYksCwKWZbdnZ2cjPzycdCm8wDOP0f2er1YqysjKUlZUhICAAWq0Wa9asgVKptJdFhSqg5ipNYnMzEqOW1xHBJb+4uDj4+vqK6gCWm5Tuyp+5rq4OdXV18PX1hUajwbJly7B582YYjUYEHDuG/+noQMDnn+NRkem61Go1amtrr7kb9jT8/PxcPqB1aGgIp06dwqlTpxATEwOapvHss8+is7MTRqMRRUVFgmqr12q1KC8vF1WlKSQkBPHx8W4zKccVCC75iXFqOJ8/89jYGM6fP4/z588jOjoaer0efxoaQqDVCnR345dyOe4ICnJ5HEKBpmkcO3aMdBi8wbddYFtbm328F1cWXbNmDcrKysCyLOrq6oj/rtM0/S9drUigKEpU3c1XQ1ANL3K5HBqNRlTdR9ykdBI/c3t7O3bv3o0+h11PxMKFs2qScWciIiIQHh6OiooK0qHwBqnS9tTUFCwWCz744AP8/ve/R0tLC9atW4ef/exnWLZsGcLCwniPCbg0xkepVKK2tpbI/UkhxjPO6Qhq55eVlYW2tjZRTQ0XgqHsL+Li8MfxcbR2dWH75CR8e3vxwAMPYGpqyt4k4wonGdKIzUEoOjpaEHaBjmXR2NhYe1m0o6MDRqMRxcXFvJVFxajtS05OxtTUFJqamkiHQhRBJT9XHMQLHSE0mVjvuAPP22zYu3cvMDYGXG6SSU5OBsMw2LZtG+rq6sCyLMrLyz0iWUilUlAUJaqZbVyDg5Be9K2trWhtbUV+fj4yMzNB0zTWrl0Li8UClmVRX1/vsnjFOMYH8Da6cAgm+QUHB8/IccKT4AxlP/nkE2IxXM9Grr6+HvX19di5cyfUajXuuOMObNq0CQUFBWBZ1q3nnaWnp6Ovr8+tf4bZwL3o//rXv5IO5ao4SnQCAwOh1WqxYcMGKBQKGI1GsCyL/v5+p95TCFUXvvHx8UFOTs6lha7IEUzyoyhKdFPDhWAou3jxYvT29l5X3Ds+Pg6WZcGyLCIiIkDTNJ544gn09fXZvR5HR0d5jHr+iO3MIzMzE11dXW7hwjI4OIiTJ0/i5MmTiIuLg16vxwsvvID6+nqcO3fuWxKduSK2ZwAAcnNzUV9f75HHGLNFMMmPYRh8+umnpMPgFZqmsWPHDqIxzLbU3NXVhX379uHAgQNIS0sDwzBYuXIlysvLwbKsW4ia/f39kZ6ejq+++op0KLwhhPL6XGhpaUFLSwvy8/OhVquxdOlSbNq0CSzLwmAwzFmgHRwcjOTkZKJVFxIwDINTp06RDkMQCCL5JSUlwWq1iuoANi4uDgqFgqiecT7iXqvVisrLI3A4r0dO1MxNpxdq4xKn63K33epcCQoKIl5eny+O1YeYmBjo9Xo8//zzaGxshMFgmPVZ9E033YTCwkJB6Q1dTVhYGKKiolBeXk46FEEgiOQn1kYX0iUXZ9nIcV6Pp0+ftnfv/fjHP0ZbWxtYlkVpaamgytk0TWPPnj2kw+ANnU6HkpISj3nRt7W1YefOndizZw9UKhXuvPNObNiwwb7oulFpVyaTYcmSJaIalwb8y8xcTKb114N48lMoFMjNzcXLL79MOhTe4PSMr732GtE4XGEj59i9l52dDYZhsH79ehQVFcFoNBLf3cfExMDf3x81NTVE4+AThmHwxRdfkA7D6UxMTMBkMsFkMtkNG55++ml0d3fbnWSutrBTqVS4cOECOjs7CURNBm5yiZgdXaZDPPnl5uaKbmo4p2e8ePEisRhcbSM3NTWF4uJiFBcXX2GwTVo7yI1wEfq5pLNITEwEADRy09o9FM6wIT8//5oG2wqrFRvHx3FHaCj+cvo06ZB5hTOtb2trIx2KYCCe/HQ6nShLnqR/Zj4t1RwNtklqBzk3HTHpusSm6ZpusK3RaLB69WoEBARg6SuvgL54EfjqK/T4+eH/KJWkw+UNIbxzhAZRezNO22exWEiGwStBQUFITExEaWkpsRhI2sjV19fjiy++wEsvvQSLxYI77rgD27dvx+rVqxEVFeXSe2dlZaG9vV00ui6FQgGVSiUqu0BHhoaGcPr0abz22mt47733oLlwwf5n6+RyKEWS/Hx9fZGZmYnCwkLSoQgKojs/rVaLkpISUZmrcs0HJBtAsrOzidvIkdAOCqHJiE9UKhXq6+tFdaRwLdra2nDMxwdLL58BVi9ahJ899phbSXTmikajQXV1NW9m5u4C0eRHURRxnRvfMAyDL7/8kmgMQiuB8KEdDAoKQlJSEj766CMnRS18vJquK/nrffehsb8fx1gWOxsa4P+737nV3MG5QtM0Dh8+TDoMwUEs+cXExMDX1xf19fWkQuCdxMRESCQSNDQ0EItByDZyrtQOUhQlOMmFKwkPD/dquhyQSCRgbrsNL3/4IVp8fABcKdFxh7mDcyEyMhKhoaHEzcyFiNOTn8RmAzM1hW6JBLUy2TW/j6IoFBQUeGyp4WoIYcflLjZyztYO0jRNfMfNJzRNo6CgwKvpukxWVhb6+/vR0tJy1T+/1txBi8UCo9EoiLmDc4F7DjzBjN7ZOD35/X1oCBsmJjAJYGtAAL6+vMpyRCKRQKPR4O2333b27QUL13zwxz/+kWgc7mgjN1/toBB23HwikUhA0zT+/ve/kw5FMNxyyy04c+bMDb+PmztosVgQEBAArVaLdevWwdfX164pdJeyKDe5REzv2dnw/7d35vFR1ef+/8yaZbInJCQkIQtZh8xk5pxYrOKGCCIYVhXEWreLoCKit5bb3+3vvu7t1cut2tpWLbVaa/1Vra0iEJaA7GBgzplMMtm3CSEJJCSQfZtM5veHmdMByT5zzpk55/1XE2bmPDbnzPP9Pt/n+XxcmvyCR0aQO7oalwN4WirFVzd5XWJiInp6egQ1ZKpWq9HQ0MBp84Gny8iNNztI0zSMRuNNZweF1uiSkpKCrq4utLS0cB0KLwgPD0d0dDTMZvOU3scn38HpkJKSgo6ODkF9z04Flya/bokEDVIp4h1b7KwsvPLAA6AoCkajEV1dXbjbakWujw+OnD/vykvznpycHBQUFHAagzfJyI01O1hfX8/MDgZYrXjYZsNtAF4QULu/N/2dXQFJkjMuAY/lO1haWgqapt3qOzhdxPtgfFya/EYkEqwICMAzg4NolUrx+7IyRPf0gCRJbNu2DdEHDuDh/Hzg7FncrlDgsEqFQYnElSHwktDQUMyePZvTeUalUum1MnLOvoNZWVm47bbbsDo3F2v++78R39MDfPghDH5++J2vL9ehuh0hOlaMh1QqBUEQ+OMf/+iSzxvPd9BRFuWDoLu/vz/mzZvnlbJ2rsLlZ34XZTL83N//nz9fvIiLFy9i3759+NTpdUlWK8jISJwRwJacD4KyQpj5GhoaYrpCU4OC8JKTfNyKgAB8oFCgv7+fuwBZQGiOFRORlpaGa9euucW0+EbfQUdT1uXLl5myKFeNZY77YKai9d4Ma6MOVqsVXwwO4p7Rny8GBmLhxo24BeBU69HdOJoP/vKXv3AaB0EQgpr5qu7shMnHB9mjD39tejpeXbsWVVVVoCgK1dXVvCtTuQKSJJGXl8d1GLyBrdKfw3cwLy8PGRkZIAgCK1asQElJCVMWZROhOZdMB1bn/HYHBeHeJ5/E2U8+wZd2Ozp/9SskJiaCIAhG65GmaVRUVHhNi3ZSUhL6+/vR3NzMWQxC9PGySyR48/77cXtbG/abTDhVUgK/2lpoNBosXrwYa9asmbQFjqcQExMDPz8/1NXVcR0KLwgICEBSUhKr3c02mw0lJSUoKSlBYGAgsrOzsWrVKshkMqYs6m5BeyE6l0wHyXir37CwMJctjRdYrVgXGYlrOTn4RX7+9/5dqVQiKysLJEkiIiICJpMJFEV5fMfaQw89hKamJk53XYsXL4aPjw/27dvHWQxsI5FI8K//+q/45JNPbrrwcFjgZGdno7W1FRRFecT843g8+OCD6O3txTfffMN1KLzgzjvvREREBC/mO2NjY0EQBDQajdt9LpcvX47BwUEcPnzY5Z/taVy9enXMphJWdn7k8DD29PRA3tODIYsF/wgMRPkNA/DO5zXh4eEgCAJPPvkkuru7QVEUioqKPO68xsfHBxkZGZwmHUfZ9c9//jNnMXBBYmIiBgcHx9xxOyxwDhw4gIyMDJAkieXLl8NsNoOiKI8bB+GLRySfIEkSX3zxBddhAAAaGxvR2Nh4XVk0NzcXJSUloCjKZTOoMpkM2dnZgnIumS6sJD/98DBzIaXdDu3w8PeSnzPt7e3Iz8+/TutxyZIlzHlNTU2NR5zXaLVa1NbWcioom5ycjN7eXsH5eE32rMe5TOU8Ozg8PMycRff29rIQ8czIyMhAc3Mzpx6RfCIhIQF2u513PobDw8PMrGpgYCB0Oh3WrFkDqVTKzKp2dnZO+/PT09PR2trqMYP4XMJK8vtGoUDnwACC7Xa0SSQ4pVBM6n12ux3V1dWorq6Gn58ftFotlixZgjVr1jAitHw+ryEIAseOHeM0BqH5uQH/3HFPtfHDMTt44sQJZnZw0aJFqK2thcFgQHV1NW9losSZruvJycmBwWDgOoxx6e7uxsmTJ3Hy5EnExcWBIAhs3boVzc3NoCgKZWVlUy6LCvF5ny6sJL9amQy3BwVBOzwMWi5Hi3TqNoL9/f0oKChAQUEBoqKiQJIkNm/ejCtXrjDnNXxSW3AIylZVVXEWg5+fH9LS0rBnzx7OYuACh4XLdHdsdrsdFosFFosFPj4+0Gq1WLRoEVavXg2j0QiKoni16AoODkZsbCznHcV8wcfHB5mZmdi/fz/XoUwa55GwzMxMpixqNptB0/SkdrABAQFISEjAp59+OuFrRVhseHEHMpmMUVtITExEaWkpKIrihVPE0qVLIZFIOG03/sEPfoDk5GRB2fgAwObNm3H06FFUVla69HMjIyORk5MDnU6HK1euwGAw8KJJ5p577kFgYKDg7MHG4pZbbkFqaiovnUumQlBQEHQ6HQiCgEQiYcqiXV1dN339woULERUVJQ62O8F5w4u7uFFtQafTMW3FjuaZsW4Ud8IXQVmSJAXX8RUZGek2C5fW1lbk5eXh4MGDSE9PB0mSWLFiBcxmMwwGAydNMo6GJqEtcMYjJyfHK+77rq4unDhxAidOnEB8fDwIgsC2bdvQ2NjIlEUdRuDBIyP4gVaLvwuoo3umeHTyc6anpwenTp3CqVOnmPr5WDeKu0lNTeVcUDYyMhJBQUGC8/FyiFi782zOedEVGBgIvV6Phx56CCMjI6wLNiQkJMBqtY5p1SM0Zs+ejcDAQK+77xsaGtDQ0IC9e/dCrVaDJEmmLHrbvn146soVDPzv/+KUUol6udd8rbsVjy57ToRcLmdulJiYGBQXF4OiKLd/UWzcuBFVVVU4z6F497Jly2Cz2XDo0CHOYmAbqVSKHTt2YNeuXWhra2P9+o4mGbVajbq6OlAUhcrKSrcm4nXr1uHSpUs4ffq0267hSaxYsQIDAwNesfObiODgYNw2fz4+cdrtHfP1xRo/Pw6j4hdeW/aciOHhYRQVFaGoqAghISEgCAIbNmyA1Wp1Wxu7v78/kpOTOZ0vkkql0Ol02LVrF2cxcEFaWhra29s5SXzAPwW29+7dC41Gg7vuugurVq1immRcHZcnNna4E5lMBq1WK5gZt87OThw+fRodEglCRjcxkVotfrRgAeNswtfuZD7g1cnPmY6ODnzzzTc4evQoI6m2aNEil6/QdTod54KyXCcBruBLu//g4CAMBgMMBgMiIyNBEAQ2bdqE9vZ2pknGFZ3JGo0GtbW1HjGHyAZqtRqXLl0S1IybVSLB/8nOxnMdHaCamvBfdXWYGxiIhQsXXrfwEj39vo9gkp8Du92Ouro61NXVwcfHBxqNBnfeeSdWrVqFwsJC0DQ9IwV4giA4FxbmSxJgEy50HCdDa2srDhw4gEOHDjFNMsuXL0dJSQkMBsOMhrBJkuR8jpRP5OTkCO6+BwC/RYuw2WBAcUcHMDyMttFmv4iICJAkiWeeeQbXrl0DRVEoLi4WnR5GEVzyc8Z5hR4REQGCIPDUU0+hs7MTNE2jqKhoStYwfBAWVqlUvEwC7kan06G0tJRXs57OjIyMoKysDGVlZYyyx7p162C32xmz56k0yfBhjpRPhIaGIiYmBqWlpVyHwirBwcGIiYm5qVdoW1sbDh48iPz8fKSmpiInJwfLli1DWVkZDAYDL0bCuMSrG16mg1QqRUpKCgiCQEpKCioqKkDTNGprayeUVFuxYgX6+/tx5MgRlqL9Prfffjuio6N5o2nIFi+99BK++uorj3ug586dC5IkMX/+fFgslkmf1SxduhQAcPDgQTbC5D333nsv/Pz8sHfvXq5DYZWpzng6RsJIkoRMJmMWXlyMhLGBYBtepsPIyAgqKytRWVkJf39/ZGdnY9myZfD392dmB292puA4bH/nnXc4iPqfkCQpOEWXuLg4yGQyj0t8AHDhwgVcuHCBaZK54447Jjyr4cscKV+QSCQgSVJw4u2OGc+pKLrcOBJGkiReeukl1NfXMwsvb7GTmwgx+Y1DX18fzp49i7NnzyI6OhokSWLLli1obW1lnJqHhoYQNTKC+2Jjca2hAdeuXeMs3jlz5kChUMBisXAWAxcQBOHxZz1DQ0OgKAoURWHWrFkgCALPPPMMrl69ypzVDA0NIcVmw4NhYZDU1YlNDKOkpKSgp6dHcOLtjhnPxsbGab3fWVItKysLt912G1auXAmTyQSDwTCj3gdPQCx7ThGHpBpJkkhISMC1kyfx8u7dCBwZwUV/f9yuVKJbMuZO263k5uaip6dHUH5uCoUCO3bswK9//WuvK91IpVKkpaWBJEkkJyej59tvsf1vf4PvyAh65XIs9PdH/TjuKEJhw4YNqK2txblz57gOhVXWrVuHy5cv49SpUy77TIedHEEQ6OzsZOzkPLVJRix7upAb1T12+vkhcPR8Jq6vD/eoVPiaJSUZZ+RyOTQajeD83NRqNS5evOh1iQ/4rgRfXl6O8vJy+Pv7498CAuA7eq+phoexRKXCrik0ZHkjKpUKKSkp+PLLL7kOhVWUSiUyMzNdrh3ssJM7cuQIUlJSQJIk7r//fpSXl4OiKFgsFo+wk5sMYvKbAd3d3djX3o5HRn8ekslwx7/8C8L6+xlJNbbq55mZmYL0cyNJUhAr/r6+Pnze1YVnJBIo7HYMyGRIevRRbFWpYDQaYTKZWJNU4xM6nQ7l5eVT6sr2BrKysmCxWNz2N3fufVCpVMjOzsaDDz4IhUIBiqI40012JWLZ0wW8f9996Dl6FJ8ODKDQz4+RVIuOjkZRUREoimIcxVNsNsiBcc18p8MTTzwBo9GIoqIil34unwkNDcVzzz2H119/XTCH9P+xciWsx4/j7+3tqJLLkZiYCL1eD7VajQsXLqCwsBClpaWs6dhyzUsvvYTdu3cL7px706ZNOH36NOujHbGxsSBJEhqNBhcvXmR9kT9VxLKnG4mPj0f5/Pl4Kz8fkMsBqxUmkwkmkwmhoaHQ6/XYuHEjBgcHMedvf8PTo/M47wQH49+n4Wt4M4KCggTp50YQBIqKinj74LmakJAQ2LKy8D9798ImkwFOgg1ff/31dT5wDh3b6TZDeAKOLl+hJb7w8HDMmjULFRUVrF+7sbERjY2NyMvLg1qtxoIFC5CbmwuTyQSKonD58mXWY5ouYvKbIeM5J1+7do2RVEtKSkKe0xfRU4ODaNy2DYWFhSgqKoJsYAD9AOzTaJbR6/Uwm82CWe0D/2zz/vjjj7kOhTWys7NRUlJy02RvtVoZHdvg4GAQBIH169e7VceWazzBrd0dEAQBk8nE6aLP6rTIDwsLA0EQ+PGPf4yenh5QFAWTycT7UrRrth4CRaFQYP78+TAajeO+zm63o7a2Fob+fuZ3lXI5Tp48idTUVBxISUFjRwfMnZ1Im8YNPV4C9laSk5PR19cnqPZ2h13TRHR2duLo0aN44403sGfPHsTExOCVV17Bo48+irS0NEhdVHHgEqVSiaysrAmfPW9DIpFAr9fzarTn6tWrOHz4MHbu3IlDhw4hMTERr776Kh5++GEkJydDwlH3+0SIO78ZMH/+fDQ0NKC7u3tSr9+iUmHb0BDioqJwYd06LA0IQOOJE8gebVWOsduxbWgIm6dgSZKQkACbzcaJkSqXCE2/ND4+Hna7fUpaoDfq2Gq1WixatAirV69mBBva29vdGLX70Gg0sFgsk372vIXk5GT09PTwsrxot9tRXV2N6upqRiDkgQcegJ+fH9MkM92GPKXdjmcHBxE6MoI/+PrikgsWcGLymwEkSeLbb7+d9Ou7JRL8l48P0NEBvP8+EhMTcWdmJoblcshHS5bzbr0VD6elgaIo1NXVTdhWLMRdn5+fH9LS0iYt6eQNzPTvPDg4iPPnz+P8+fOIiooCSZLYvHkzWltbQVEUzGYzrFarCyN2LyRJ4sSJE1yHwTqe8rw7C4TExMSAJEm88MILaGpqmpa5+Gt9fXhyVLf3fqsVC4KDZxyjmPymSVhYGKKiolBeXj7tz7BYLLBYLLjk44PNAOqlUvyiogKp/v7MismxQr+ZcoxSqYRarRacvqNGo0FVVRX6ncrI3oxCoUBWVhZ+9atfueTzWlpakJeXh4MHDzKCDStWrIDZbIbBYOB9FWHWrFkICwtDZWUl16Gwiq+vL9LS0jxOvrC5uRl79uzB/v37oVarkZOTg9zc3O91wo/HfKfjoNSRESjtdgzNsJwqJr9potfrXdZpeEipxCGl8rsfBgbQ5rRiIggCzz33HFpaWkBRFEpKSmC1WjFnZAT3z5mDpspKwc13kSSJ/Px8rsNgDbVajYaGBpfPVd0o2KDX6/HQQw9hZGSEaZLh472Vk5MDo9EoOKNWrVaL6upq9PX1cR3KtHA2F3d0wj/22GPoH52LLiwsHHNB+xcfH+T090Nit+NTpXLGiQ8Q5/ymhUQiwU9+8hN8/PHHrDRcyGQyZGRkgCRJxMfHo/fYMWzftw9+IyOo8/fHnUolenl6qOxqoqKi8MQTT2Dnzp1eozQxEU8//TTOnTsHs9nMyvUSEhJAkiTUarXLzZ5nikwmw09/+lPs2rVLcGbNW7ZswTfffONVO16JRILk5GSQJIm0tDRUVVWBoijU1NRc93zPnTsXzyxciK8/+ggGmQyY5PedOOfnYpKSktDf389ap6HNZkNJSQlKSkoQGBiIt5VK+I1+ESX19eGHAQE47EHnNTOBJEkYjUbBJL7Q0FBER0fPqLw+Verr61FfX489e/ZAo9Hgrrvuus5pgsukk56ejitXrggu8UVGRiI4OBjV1dVch+JS7HY7ampqUFNTAz8/P2i1WixZsgRr1qwBTdMoMxiwo6kJP2xsxJ7Tp2GQuy5liclvGnDZadjd3Y28oSGsHP15QKHA4i1bENPRAZqmUV5e7rVD3zKZDDqdDu+99x7XobCGo7zOxQznjU4TJEli06ZNaG9vv85pgk2E6tZOEAQKCwt5sft2F/39/SgoKEBBQQHjovP+vHlYYLEAbW14rq0NfwoKwgUXqWN5/sAPy/j4+CA9PR0mk4mzGL708cGe9evxfng4lvr64mfvvguz2Ywf/vCH2LFjB5YvX47o6GjO4nMX6enpaG1t9dj2/KnimOniQ3fflStXcODAAbz++us4ceIEMjMzsWPHDqxduxZz585lJYagoCDEx8ezVv7lC1KpFDqdTlBJ/9KlS9i7dy+KnRwrZAAevPtuxMbGInRkBL/o68NrfX2ImOaCQNz5TRGtVouamhpOD52Tk5NBzZuH3x08yEiqGY1GGI1GRm3h8ccfR29vL2iahslk8thDcmeENtuXmJgIq9WKpqYmrkNhcHaaCAgIgF6vx5o1ayCRSBhXcHfN3pEkieLiYo8ayXAFqampuHbtmuBKvQDwWx8f5KpUiGhvx18DA1Eik2H9+vVY9+GHmFdTAwDIstmwIjBwyp8tJr8pQpIk53554836ONQWjhw5whwkL168GNXV1aAoCtXV1R55XhYYGIiEhAT89a9/5ToU1uC7SW9PTw9OnjyJkydPIj4+Hjk5Odi+fTssFgvjCu6qMp1Dzk5If38HQlv0OTMYGYlPNm3Cztdew7DdDhw7huPHj+PHTl3IqdM85hGT3xSYNWsW54fOjlmfiQa8nQ+SfX19odVqce+992LNmjUwGo2gadqjVpJ6vZ4Z8xACDr+2/fv3cx3KpGhoaEBDQwP27t2LrKwsLFy4EKtWrUJhYSEoipqxK3hSUhKGhoZ4tQtmA39/fyQnJ+OLL77gOhROcJx1Djst2O12O96RyfCL0Z93+fhM67PF5DcFSJLk/NDZMeszlQHvgYEBnDt3DufOnUNkZCQIgmAaF2iaRnFxMe+dmgmCwN///neuw2ANh3yXp4lRDw0NMcIMERERIAgCTz/9NK5du8Y0yUznXiNJUpAi1jqdDhUVFbx/Pt2B48z7gw8++N6/vevriwMKBaQAaqfZACMmv0niOHT+wx/+wGkcJEni8OHD035/a2srDhw4gEOHDiEtLQ0kSWLZsmUoKysDTdO8dGqOj48HgCnpWno6BEHglNNhvyfS1taGQ4cO4fDhw0hJSUFOTg5zrzlcwSeDr68v0tPTsXfvXjdHzD8IgkBeXh7XYXBCSkoKurq6xqwaWGbY9Skmv0nCh0PnyMhIBAUFuaTs6ty4oFKpoNPpsGLFCiiVSqYsyhdX+JycHF50PLIFl35t7uBGV3CdToeVK1dCJpMxTTLjqdd4urLJdImOjoafnx/q6uq4DoUT3H3mLSa/ScKHQ2d3DXj39vbi9OnTOH36NObMmcOI0DY3N4OmaZSUlHDmFeiwjXrrrbc4uT4XOPzavHGmy/lei4uLA0EQ2LZtGxoaGkBR1E3nVAmC4LzJjAscjW18q8SwgUO8fvfu3W67hpj8JoFKpeL80NlRdt21a5dbr9PU1ISmpibk5eUxzuAO0WOaplkXPc7KykJ9fb1grGsc5xwfffQR16G4nYsXL+LixYvIy8vD/Pnzceutt2LlypUwmUwwGAxIb2zEZgBBZ8/ig6oqrsNlFZlMBq1Wi3feeYfrUDhBo9GgsrLSreL1YvKbBNnZ2SgvL+f00Dk9PR3t7e2slV2Hh4dRXFyM4uJiBAUFQa/X4+GHH4bNZgNN0zAajayIHpMkiTNnzrj9Onxh3rx5vPVrcxdWqxWFhYUoLCxEWFgYSJLE8+vW4ZnXX4dyeBg4dgxbfX3xyyn4XHo6GRkZaGlpuambixAgCAJHjhxx6zXE5DcJSJLk/LCdy5mvrq4uHD9+HMePH2dEj19++WVYLBbQNI2Kigq3SKqFh4cjMjLSa86+JsNk3dq9latXryI/Px8NBw7gOadS+x1z5+IfAQG8bMhyB0K+D9jSMRWT3wTExMTAx8dn0p1p7kClUiEpKQmff/45ZzE4cBY9zsrKwm233YaVK1eiqKgIBoMBLS0tLruWY8bHW7VKb8TR1ehpfm3uoEIqxTfh4VjU3o52qRSfRUXhwUWLoFAomFGKzs5OrsN0C0IUdHBGr9ejsLDQ7YscMflNAB8OnXU6HcrKylgXER4P53mu8PBwEASBJ554Aj09PaAoCkVFRTOq1zsUPT788EMXRs1vtFotqqqqBNfVeFMkEny9YQM+LCrC8eJi9JvNgNmM2NhYEASBrVu3Mg1ZpaWlXiV+oNPpBCXo4IxUKoVer8f777/v9muJyW8c5HI5tFotfvvb33IaB0mSEyq6cEl7ezvy8/Nx+PBhzJs3DwRBYMmSJaiqqgJN09OSVHPM+LhyJ8l3hNrVeDOcm8wGnbzbGhsb0djYiLy8PGRkZIAgCDz44IMoKSkBRVFeMQtKEAS+/PJLrsPghHnz5qGjowNXrlxx+7XE5DcOGRkZaG5u5nTebc6cOVAoFJyWXSeL3W5HdXU1qqurGW+uxYsXY/Xq1czs4GQdGYR25hEZGYmQkBCv82ubLhM1mQ0PD8NsNsNsNiMoKAg6nQ5r166FRCJhGrLGmx3kK3FxcZBKpbhw4QLXoXACm8+9mPzGYTwBaSHFMB2cvbmioqJAkiSeffZZtLW1MZJqY5VxfXx83D7jwzcIgoDRaPTK2b7pMJUms66uLpw4cQInTpy4bnawsbGRKYtyNac6VYS26HPGz88PqamprD33YvIbg6CgIMTFxeGTTz7hLAa5XA6NRoPf/OY3nMXgClpaWpCXl4cDBw4gPT0dJEnigQceQGlpKSOp5kxWVhZqa2vdOuPDJxwznGycc3gCM2kyc8wO7tu3D2q1mimLcjWnOhXkcjmysrLw9ttvcx0KJ2g0GlRVVbH23IvJbwz0ej3MZjOnh86ZmZloamrymq62kZERlJWVoaysDAEBAdDpdMjNzWU6+Cznz+O/Ll+GtqgIu3j8JeVqHNJ5bJxzeAKuaDIbHh5GUVERioqKmDnVhx56CHa7nSmL8k04Qa1Wo7Gx0SPLta6Ajdk+Z8TkNwYkSXI+WuCpJc/J0NPTg1OnTuHUqVNMB99HMTHIungRaG3Fz1pb8ZfgYHRKpVyH6naEXOq6EYeyye9+9zuXfabznGp8fDxIksT27duvk1TjQ1lUqM4VAHuzfc6Iye8mzJ07FzabjdMSSXBwMObMmYOPP/6YsxjYwtHBt7yvD1mjv/MBkLt0KY6WlaGxsZHL8NyKv78/5s2bJyi7pvHIzMzEpUuX3KZs4uw7qFarccstt2DlypUoLi4GTdOc3WvBwcGIiYlBWVkZJ9fnGsdML5sjZWLyuwl82HE5yq58WJGyxf/4+OCugAAEXL2Kt4ODcdFqxSOPPAKbzQaKolBYWMiKpBqbZGdnC9av7WawJSBvtVphMplgMpkQEhICvV6P9evXw2q1gqZp1u81giBQXFwsqOfdAVdn3t5fU5oiDhcBo9HIaRxcyplxxXBSEt598UVEh4TgfyQSHDt2DG+88Qa++uorREVF4eWXX8aPfvQjZGZmQuol5VCx5PlPHE1mpaWlrF63o6MDR48exS9/+Uvs3r2budcef/xxzJ8/H7IZ+sZNBr1eL9j7ICUlhbXZPmfEnd8NOFwEuNxhJCYmYnh42KvLfTdjrB33jZJqCxcuxKpVq2AymUBRlMcOwkdHR0OlUqG2tpbrUHgBH5rMnO81Z6eJ4uJiUBSF5uZml19TqM+7A64W+mLyuwE+uAgIcTfg2HG/+eabY75mLEm17u5u0DQ9Y0k1tnH8nYUg1DwZCILA3/72N67DAPDdvWY0GmE0GhEaGgq9Xo+NGzdicHAQNE3DZDK5bIEsxOfdgZ+fH1JSUjhRtBGTnxNhYWGcuwgolUqo1WocPHiQsxi4YKo77hsl1UiSZCTVKIpCTU0Nr5OKTCZDdnY23n33Xa5D4QVz586F3W7n5RzetWvX8M033+Do0aNITEwEQRBYtGiRS1xNhPq8O9BqtaisrMTAwADr1xaTnxMOB20uXQSysrJgsVi8rrFjIqa7476ZpNp9992HNWvWTFlSjU3S09PR2tqKq1evch0KL2Cr0WUm2O121NXVoa6uDkqlknE1cZTgaZrGpUuXpvSZQn3eHRAEgfz8fE6uLSa/URwuAlw7aJMkiVOnTnEaA9u4asc9nqQaRVEwm828ccYQcqnrRhwl77feeovrUCaNcwk+LCwMBEHgRz/6Efr7+5myaG9v74SfQxAE58csXBEZGYmgoCDU1NRwcn0x+Y2SnJzMuYN2eHg4IiIiBGXeCrhnx+2QVDt48CDS0tJAkiSWL1+O0tJSUBSF+vp6l11rqgQEBCAxMRGfffYZZzHwCUfJm2+KK5Pl6tWrOHz4MI4cOYKkpCQQBIF7770XdXV1oCgKlZWVN9Vs5cMxC5c49Gy5Op4Qk98ofJjtcyQBIYkbu3vHbbPZvieptmrVKshkMkbmim35OJ1Oh9LSUt7sQrmGD01mrsBut6O2tha1tbXw8fGBRqPBnXfeidWrV3+vMzlsZATL0tI4P2bhCj7o2YrJD991HKWlpXHqmSdE81aA3R33jZJqJEli69ataGpqAkVRKCsrY2XImCAIXvszsom37n4GBwdhMBhgMBgQEREBvV6PJ598Et3d3bAfOICfURR89+/H5yEh2OfkVygUUlJSONezFZMf2FcTvxnz5s0TnHkrwN2O2yGp5lD/z8nJQW5uLjPP1dTU5JbrxsbGeow/IxvwocnM3bS1tV3XmfxhSwt8R//t4Y4O7AgJQYfAEiAfzrzF5IfvvoAPHz7MeQxc3wxsw4cdt7P6f3BwMAiCwIYNG2C1WhlJtck0LkwWPjz0fMFR7fjzn//MdSis4OhM/ravD+rR33WrVNjyk5/gfGEhaJp2m6Ypn+Byts8ZwSc/R8cRlw7abJs48gWNRoPq6mreDKZ3dnbi6NGjOHbsGBISEkCSJBYtWjRh48Jk8RZ/RlfhKHlPdTzA03ktJATZajXqv/0Wv5ZKce2TT0CSJJ5//nk0NzfDYDCwVoLnAi5n+5wRfPIjSZLTjiPgu5uB67IrF/Bhx30z7HY7LBYLLBYLlErldY0LhYWFoCgKra2tU/7czMxMNDc3e40/40wRYrUjzmbDsthYfJaSgg8LC7/75aVL2Lt3Lw4cOIDMzEyQJInc3FwUFRW5TVKNS7ic7XNG0MnP0XG0a9cuTuMgSRKHDh3iNAa24cOOezIMDQ2BoihQFIWIiAgQBIGnnnoKnZ2djKTaZFewCxYswLfffuvmiD0DX19fzkvebEMOD2N3dzf8aRp1ZWX4zMcHfU5nfcPDwyguLkZxcTFCQkJAEAQ2btyIgYEBUBQFk8mEvr4+Dv8LZk5UVBSns33OCDr5paeno729HW1tbZzFEBUVhYCAAF7cDGzChx33VGlra8OhQ4eQn5+PlJQUkCSJpUuXorKyEhRFoba2dsz/nsjISERERAjWr+1GtFotr0rebLByaAj+o/87qb8fWpkM3yoUN31tR0cHI6mWlJQEkiSxePFij5HvGwu9Xs+b517QyY8PtkGemARmCl923NPFbrejqqoKVVVV8Pf3R3Z2Nu6//36oVCrQNA2Kor7XuLBgwQIYDAav7mqcCgRB4MiRI1yHwSqFcjkw6tvYDaBuElZJzrODvr6+18n3ORRmPEUiz/Hc/+EPf+A6FAACTn4qlQpJSUn4/PPPOYtBKpUiOzsbv//97zmLgQv4sON2FX19fTh79izOnj2L6OhopnGhoaEBBQUF8Ckrw8uDg4ivqcHGhgauw+UFkZGRCA4O5n3J29X8Q6nECAC1zYbdCgVapuhJOTAwgHPnzuHcuXOIiopCTk4OtmzZgpaWFlAUhZKSEk7toCbCMdvHl+deMt6OIywszCu3I48PDmJFWBjKMzPx7wYDZ3FkZmZi4cKFHrsDmi6PPfYYysvLOd91uwuFQgGNRoNbb7kFr779NlSjoxL/T6nECyoVx9Fxz7Jly2Cz2QR3zu0OZDIZMjIyQJIk4uLiYDabQVEUL70BN2zYgJqaGpw/f561a169enXMAUrB7fweHBrCr/r6gL4+3NHYiE8DA1Em5+b/Bk9Qsnc1fNhxuxur1QqaplFOUfhPpxnBjIAAKBUKQcuaeXrJm2/YbDaUlJSgpKQEQUFB0Ov1eOSRRzA8POyWOdXp4u/vz4vZPmcEl/ySnc5c5ABWajS4cuUK6zI7QhU31ul0KCsrE0QC6JNI8MfQUDx97Rr6pVIULFyIHXffjfLychiNxnEbZLyVtLQ0ryl5842uri4cP34cx48fZ+ZUX3nlFdTW1oKiKFRVVXGmG6zRaHgx2+eM4JLf35VKPC+VIrSvD+W+vqiYMwfPrFyJrq4umEwmFBUVsaIuL1RxY5IkBdXefnTpUhj7+5F3/Di6T56Eiqava5Dhs+egOxBitYML6uvrUV9fjz179kCj0eCuu+7C6tWrYTQaQVEU64sPvsz2OSOo5DfXZsP2oSHUkySeqqnB2YEBDB0+DMmoFYlOp8OiRYvQ2NiIwsJClJaWYnC0O8vVkCSJr776yi2fzVeEpGuZaLPhF/39SC0sxPMDA+genefq7e3FmTNncObMGURHR0Ov1+PZZ59Fe3s7KIpCcXGx1y6IhFDy5hvOc6qzZs0CSZLYtGkTq/cbn2b7nBFUw8u5zk6kjG77/6FQ4JmAgO+9Ri6XIyMjAzqdDklJSaisrITJZEJVVZXL2tRjY2PxyCOP4I033nDJ53kKubm56O7uxtGjR7kOxe3kd3WBHL1fSmQy3BEUNOZrpVIp0tPTQRAEkpKSUFZWBoqivG6RcPvttyM6OhpffPEF16EIGqlUynhcJiUlobS0FAaDARcuXHDL9e6//36MjIxw0uAkNrwAgN2OBKd6d9IYte/h4WGYzWaYzWb4+/sjKysLd9xxB9asWYOSkhIYjUY0zLBlXYiyTkLTtQx3WlSGT3DOMjIy8j3PwdzcXCgUCmaWyxsk0YRW8uYrIyMjKC8vR3l5OXO/rV69GlKpFBRFwWg0uuzoh2+zfc4IJ/lJJHjHxwfbBgdhBfCej8+Eb+nr62PmakJDQ6HVarF27VpIJBLGCLWrq2tKYcjlcmRlZQkmCTjIzMxEU1OTV3yJT4b/9PPDe729kAD4Dz+/Sb/vRs9BgiAYz0GaplFaWuqRgsdz5swRTMnbk3C+3+Li4kCSJF566SVcuHABFEWhoqJiRhUvvs32OSOosifw3VlMv0SCy1McMHXGcZNkZWXh4sWLjBHqZG4SrVYLvV6PP/3pT9O+vify5JNPMlqYQkFht0MCYGiGXm1yuRxqtRoEQWDOnDm8nuUaCyGVvD0dhUKBrKwskCSJWbNmwWQywWAwTEvM/dFHH0V1dTWrs33OjFf2FFzycyUKhQJqtRokSWL27NmMEep4KuxPPfUUDAYDiouLWYyUW4KDg7F161a8/vrrHrlr4RMOz0GCIJh5wsLCQvT09HAd2pjI5XLs2LEDv/nNbwSz8/cWwsPDmfuts7MTFEWhqKhoUo2AKpUKr7zyCnbu3MnZiIOY/FggNDQUer0eBEFgcHCQUWF3HjANCQnBCy+8ILgkcM899yAoKEhwfoXuRCKRMLNcmZmZsFgsTJmKq1musdBoNMjJycEHH3zAdSgi00QikTBi7ikpKYxCk8ViGXNWdeHChZg9ezanDU5i8mMRiUSCpKQkEASBjIwM1NbWovD8ebxYWIh7JRKY4+Kwqq0NIzMshXkSr7zyCj777DOPKtN5Eg7PQYIgEBERAZPJBIqi0NLSwnVoAIRZ8vZm/P39odPpQJIklEolDAYDaJr+XpPM9u3b8Y9//MNtXaSTQUx+HOHj4wONRoNnlEqs3beP+f0TKhW+Vio5jIw9EhMTkZubi1//+tdchyIIHJ6Der0eXV1dTNLhyjooODgYL774Il577TVBVTuEQmxsLHJycqDRaFBXV4fz58/jB8XFeAaANS0NyywWDHC40BeTH8c8PDiI95xMKP+6ahU+7uubdO3ck1m3bh0uX76MU6dOcR2KoHCUqQiCQGpqKmc+cHfffTeCg4PFkreXo1QqodVqcX9SEl7ctQuS0XvsNV9fvDGFbmdXIyY/jpHZ7dgTGYmUhgbst9vx++xskLfcguTkZJSXl4OmadTV1XmdzqNSqcSOHTvw5ptv8rohw9vx8/ODVqsFSZIICAhgVVJNLHkLi+zhYRx1Kn+eIEn8R0AA5CYTft7TgwEAP/H3x4VJeBm6AnHInWPkvr44v2ULHnrjje8aYKqqUDFqhKrT6fDAAw/A19eX+VK60QjVU9FoNLBYLGLi45j+/n4UFBSgoKAAs2fPBkmS2Lx5M65cuQKKomA2m90icZWQkACbzSYmPgFhksuxPy4OSxsbUSGV4rdyOQiCwL8XFSF4tOz9dl8fVgYGchypuPNzL3Y73ujrw0MjI7gYE4P7urrQO0b9OyYmBgRBIDs7G5cuXQJFUSgtLeW1OeVEbNq0CadOnUJZWRnXoYjcgEwmYyTVEhMTUVpaCoqiUF9f77JrrF27Fi0tLWLJW0Ao7XZsfvFF5O3bh5q6Oub39R0dCBrNNWaZDHeOI/fnSsSyJ0fcabXiK6ddz8/9/PA7X99x3yOTyZCZmQmCIBAfHw+z2QyapmcsqcY2ERER2LRpE15//XXetd6LXE9AQAAzpiOTyRj1opnM5Iklb+Hxb/392D4wgL7AQCyTSFDiVNp8ZHAQb/X1YQjAEwEBOKZQsBKTmPw44odWK/Y5Pfg7/Pywa4Lk50xQUBDTUmy32xlzSjYsl2bKkiVLIJfLkZeXx3UoIlMgLi4OBEFAo9GgsbGRUS+aaqcmQRBQq9X4+OOP3RSpCJ+YNTKCSqfF0tcKBZ64wThAardjBABY7P4Ukx+H/Ky/H6uHhkDLZHhepZq21NXcuXNBkiTmz5+P+vr675zCy8td5jThSiQSCX7605/iww8/5M2smcjUcKgXEQSBmJgYFBUVgaZpNDU1Ter9YslbWATa7Sjv6ID/6M8fKZXYrlJxGhMgJj+vwqG7RxAEoqKiYDKZQNM0Ll26xHVoDKmpqVi8eDHeeecdrkMRcQEhISGMxNXg4CAjqeasXuRMeHg4nn32WbHkLTDutVqxbWAATVIpfuLnh84Z6Ce7CjH5eSlhYWHMQHNfXx9omobJZEKf00whF6xfvx4WiwUFBQWcxiHiWiQSCRITE0GSJKNeRNM0Kisrr0ty9913HxQKhVjyFuEcMfl5ORKJBMnJySAIAunp6aiurgZFUaiurmZ9dtDPzw+vvvoqdu7cyZmqiIj7cagXkSSJ0NBQFBYWYvDMGey8eBFRKhV+GhSEv3K8CBMREZOfgPD19YVWqwVBEAgODmZmB9ny07r11luRkJCATz/9lJXriXDPrFmzQBAE3jhzBjGjXckdEgmSQkIAAPJRayergPRsRfiBmPwESmRkJFMWbW9vB0VRKC4udstAs4Pnn38ehw4dQnV1tduuIcJP8rq7cetoV2i/SoXtjz0G1ZEj+M+aGsgBvOjvj88nYSItIuIqxOQncKRSKdLS0kCSJJKSklBWVgaapse1I5kOs2fPxo9//GPs3LnT66TaRCZGJ5fjr76+6L50CT8PDkbXggX4qKAAEaMyam0SCVJHd4MiImwgJj8RBpVKBZ1OB4IgoFQqQdM0aJp2icno8uXLMTQ0hPz8fBdEKuJpLFiwAImJideVvPd3dWHB6DhOlVSKBcHBXIUnIkBEbU8Rht7eXpw+fRqnT5/GnDlzQJIktm7diubmZkZSbTrWMzKZDNnZ2XjvvffcELWIJ0AQxPcWPptVKrzW3w+F3Y7/6+8/xjtFRNhH3PmJQC6XM5JqsbGxMJvNoChqSoLEarUat99+O3bt2uXGSEX4SIbNhg0KBWKWLcPTeXliyVuEN4hlT5FJExwczOg82mw2RlJtIn3Gxx9/HCUlJaBpmqVIRfhA1MgIznV2wiFT/KRKhd0CMWoW4T9i2VNk0nR2duLYsWM4duwYEhISQJIkXn75ZVgsFtA0jYqKiu9JqgUEBIjjDQIlxWaDsz6/bnhYTH4iHoG48xOZEKVSyUiqzZo1C0VFRaAoCpcvX8Y9VitWxMejev58vHv4MNehirBMgN2OI11dSB0ZQT+AlYGBMMjFNbUIPxDLniIuIzw8nJkdjKMorP/iCwBAh0yGWwIC0MYDPT8Rdgm027FgeBjVUinqWXLoFhGZDGLyE3E5EokEv1Eq8ejly8zvVgQE4AxLPl0iIiIiEzFe8hOX6SLTwm6347OeHji0YuqlUhSL5S4REREPQfy2Epk2ZxQK3BUUhDSbDSflcnSL2o0iIiIegpj8RGZEhUyGCvGcR0RExMMQy54iIiIiIoJDTH4iIiIiIoJDTH4iIiIiIoJDTH4iIiIiIoJDTH4iIiIiIoJj3CF3ERERERERb0Tc+YmIiIiICA4x+YmIiIiICA4x+YmIiIiICA4x+YmIiIiICA4x+YmIiIiICA4x+YmIiIiICI7/DxvrRqKm5/ltAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "G = ox.graph_from_bbox(north, south, east, west, network_type='drive', clean_periphery=False)\n",
    "fig, ax = ox.plot_graph(G, node_color='r')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{0: 0, 1: 29, 2: 2, 3: 7, 4: 52}"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# the node degree distribution for this graph has many false cul-de-sacs\n",
    "k = dict(G.degree())\n",
    "{n:list(k.values()).count(n) for n in range(max(k.values()) + 1)}"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Above, notice all the peripheral stray edge stubs. Below, notice these are cleaned up and that the node degrees are accurate with regards to the wider street network that may extend beyond the limits of the requested area."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "G = ox.graph_from_bbox(north, south, east, west, network_type='drive')\n",
    "fig, ax = ox.plot_graph(G, node_color='r')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{0: 0, 1: 0, 2: 0, 3: 3, 4: 58}"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# the streets_per_node distribution for this cleaned up graph is more accurate\n",
    "# dict keys = count of streets emanating from the node (ie, intersections and dead-ends)\n",
    "# dict vals = number of nodes with that count\n",
    "k = G.graph['streets_per_node']\n",
    "{n:list(k.values()).count(n) for n in range(max(k.values()) + 1)}"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "A final example. Compare the network below to the ones in the section above. It has the stray peripheral edges cleaned up. Also notice toward the bottom left, two interstitial nodes remain in that east-west street. Why? These are actually intersections, but their (southbound) edges were removed because these edges' next intersections were south of the requested area's boundaries. However, OSMnx correctly kept these nodes in the graph because they are in fact intersections and should be counted in measures of intersection density, etc."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "location_point = (33.299896, -111.831638)\n",
    "G = ox.graph_from_point(location_point, dist=500, simplify=True)\n",
    "fig, ax = ox.plot_graph(G, node_color='r')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "anaconda-cloud": {},
  "kernelspec": {
   "display_name": "Python (ox)",
   "language": "python",
   "name": "ox"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
